From be999a2359e0112fe9f01209e64f08e3ac724d64 Mon Sep 17 00:00:00 2001
From: Michael Zingale <michael.zingale@stonybrook.edu>
Date: Thu, 24 Oct 2024 17:10:41 -0400
Subject: [PATCH] switch CNO_He_burn and subch_simple to derive reverse rates
 this makes them consistent with the other nets

---
 networks/CNO_He_burn/CNO_He_burn.png          |  Bin 114151 -> 114584 bytes
 networks/CNO_He_burn/CNO_He_burn.py           |    2 +-
 networks/CNO_He_burn/actual_network.H         |  630 +-
 networks/CNO_He_burn/actual_network_data.cpp  |  166 +-
 networks/CNO_He_burn/actual_rhs.H             | 1482 ++--
 networks/CNO_He_burn/partition_functions.H    |  791 ++
 networks/CNO_He_burn/reaclib_rates.H          | 6931 ++++++++++-------
 networks/subch_simple/actual_network.H        |  416 +-
 networks/subch_simple/actual_network_data.cpp |   98 +-
 networks/subch_simple/actual_rhs.H            |  720 +-
 networks/subch_simple/partition_functions.H   |  575 ++
 networks/subch_simple/reaclib_rates.H         | 3753 +++++----
 networks/subch_simple/subch_simple.png        |  Bin 110344 -> 111353 bytes
 networks/subch_simple/subch_simple.py         |    2 +-
 14 files changed, 9750 insertions(+), 5816 deletions(-)

diff --git a/networks/CNO_He_burn/CNO_He_burn.png b/networks/CNO_He_burn/CNO_He_burn.png
index 24c454e17c45b28b699c5ba4e65ee219d0a453b0..bfa65876b4e982fdfe5a9dae718a03c488639177 100644
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diff --git a/networks/CNO_He_burn/CNO_He_burn.py b/networks/CNO_He_burn/CNO_He_burn.py
index 945d1d69d0..375c7cf450 100644
--- a/networks/CNO_He_burn/CNO_He_burn.py
+++ b/networks/CNO_He_burn/CNO_He_burn.py
@@ -3,7 +3,7 @@
 import pynucastro as pyna
 from pynucastro.networks import AmrexAstroCxxNetwork
 
-DO_DERIVED_RATES = False
+DO_DERIVED_RATES = True
 
 def get_library():
 
diff --git a/networks/CNO_He_burn/actual_network.H b/networks/CNO_He_burn/actual_network.H
index a4c922e623..7ef4070e9f 100644
--- a/networks/CNO_He_burn/actual_network.H
+++ b/networks/CNO_He_burn/actual_network.H
@@ -30,100 +30,100 @@ namespace network
             return 0.0_rt;
         }
         else if constexpr (spec == He4) {
-            return 28.29566_rt;
+            return 28.295662457999697_rt;
         }
         else if constexpr (spec == C12) {
-            return 92.16172800000001_rt;
+            return 92.16173498399803_rt;
         }
         else if constexpr (spec == C13) {
-            return 97.108037_rt;
+            return 97.10804378399916_rt;
         }
         else if constexpr (spec == N13) {
-            return 94.105219_rt;
+            return 94.10522604799917_rt;
         }
         else if constexpr (spec == N14) {
-            return 104.65859599999999_rt;
+            return 104.65860734799753_rt;
         }
         else if constexpr (spec == N15) {
-            return 115.4919_rt;
+            return 115.49190414799887_rt;
         }
         else if constexpr (spec == O14) {
-            return 98.731892_rt;
+            return 98.73189611199996_rt;
         }
         else if constexpr (spec == O15) {
-            return 111.95538_rt;
+            return 111.95539521199862_rt;
         }
         else if constexpr (spec == O16) {
-            return 127.619296_rt;
+            return 127.6193154119992_rt;
         }
         else if constexpr (spec == O17) {
-            return 131.76237600000002_rt;
+            return 131.76239561199873_rt;
         }
         else if constexpr (spec == O18) {
-            return 139.807746_rt;
+            return 139.8077658120019_rt;
         }
         else if constexpr (spec == F17) {
-            return 128.21957600000002_rt;
+            return 128.21958437599824_rt;
         }
         else if constexpr (spec == F18) {
-            return 137.369484_rt;
+            return 137.36950247599816_rt;
         }
         else if constexpr (spec == F19) {
-            return 147.801342_rt;
+            return 147.80136567599766_rt;
         }
         else if constexpr (spec == Ne18) {
-            return 132.142626_rt;
+            return 132.14265544000227_rt;
         }
         else if constexpr (spec == Ne19) {
-            return 143.779517_rt;
+            return 143.7795235400008_rt;
         }
         else if constexpr (spec == Ne20) {
-            return 160.6448_rt;
+            return 160.64482384000075_rt;
         }
         else if constexpr (spec == Ne21) {
-            return 167.405973_rt;
+            return 167.40598973999658_rt;
         }
         else if constexpr (spec == Na22) {
-            return 174.144674_rt;
+            return 174.14457080400098_rt;
         }
         else if constexpr (spec == Na23) {
-            return 186.56433900000002_rt;
+            return 186.56435240400242_rt;
         }
         else if constexpr (spec == Mg22) {
-            return 168.58074200000001_rt;
+            return 168.58082376800303_rt;
         }
         else if constexpr (spec == Mg24) {
-            return 198.25701600000002_rt;
+            return 198.2570479679962_rt;
         }
         else if constexpr (spec == Al27) {
-            return 224.951931_rt;
+            return 224.95193723199915_rt;
         }
         else if constexpr (spec == Si28) {
-            return 236.536832_rt;
+            return 236.53684539599638_rt;
         }
         else if constexpr (spec == P31) {
-            return 262.91617699999995_rt;
+            return 262.9161999600037_rt;
         }
         else if constexpr (spec == S32) {
-            return 271.78012800000005_rt;
+            return 271.78016372399725_rt;
         }
         else if constexpr (spec == Ar36) {
-            return 306.716724_rt;
+            return 306.7167469519991_rt;
         }
         else if constexpr (spec == Ca40) {
-            return 342.05212000000006_rt;
+            return 342.05218528000114_rt;
         }
         else if constexpr (spec == Ti44) {
-            return 375.47488000000004_rt;
+            return 375.47496160800074_rt;
         }
         else if constexpr (spec == Cr48) {
-            return 411.46891200000005_rt;
+            return 411.4679399359957_rt;
         }
         else if constexpr (spec == Fe52) {
-            return 447.697848_rt;
+            return 447.6996182639923_rt;
         }
         else if constexpr (spec == Ni56) {
-            return 483.995624_rt;
+            return 483.9956965919919_rt;
         }
 
 
@@ -189,148 +189,148 @@ namespace Rates
         k_Ne18_to_F18_weak_wc12 = 6,
         k_Ne19_to_F19_weak_wc12 = 7,
         k_Mg22_to_Na22_weak_wc12 = 8,
-        k_N13_to_p_C12 = 9,
-        k_N14_to_p_C13 = 10,
-        k_O14_to_p_N13 = 11,
-        k_O15_to_p_N14 = 12,
-        k_O16_to_p_N15 = 13,
-        k_O16_to_He4_C12 = 14,
-        k_F17_to_p_O16 = 15,
-        k_F18_to_p_O17 = 16,
-        k_F18_to_He4_N14 = 17,
-        k_F19_to_p_O18 = 18,
-        k_F19_to_He4_N15 = 19,
-        k_Ne18_to_p_F17 = 20,
-        k_Ne18_to_He4_O14 = 21,
-        k_Ne19_to_p_F18 = 22,
-        k_Ne19_to_He4_O15 = 23,
-        k_Ne20_to_p_F19 = 24,
-        k_Ne20_to_He4_O16 = 25,
-        k_Ne21_to_He4_O17 = 26,
-        k_Na22_to_p_Ne21 = 27,
-        k_Na22_to_He4_F18 = 28,
-        k_Na23_to_He4_F19 = 29,
-        k_Mg22_to_He4_Ne18 = 30,
-        k_Mg24_to_p_Na23 = 31,
-        k_Mg24_to_He4_Ne20 = 32,
-        k_Si28_to_p_Al27 = 33,
-        k_Si28_to_He4_Mg24 = 34,
-        k_S32_to_p_P31 = 35,
-        k_S32_to_He4_Si28 = 36,
-        k_C12_to_He4_He4_He4 = 37,
-        k_p_C12_to_N13 = 38,
-        k_He4_C12_to_O16 = 39,
-        k_p_C13_to_N14 = 40,
-        k_p_N13_to_O14 = 41,
-        k_p_N14_to_O15 = 42,
-        k_He4_N14_to_F18 = 43,
-        k_p_N15_to_O16 = 44,
-        k_He4_N15_to_F19 = 45,
-        k_He4_O14_to_Ne18 = 46,
-        k_He4_O15_to_Ne19 = 47,
-        k_p_O16_to_F17 = 48,
-        k_He4_O16_to_Ne20 = 49,
-        k_p_O17_to_F18 = 50,
-        k_He4_O17_to_Ne21 = 51,
-        k_p_O18_to_F19 = 52,
-        k_p_F17_to_Ne18 = 53,
-        k_p_F18_to_Ne19 = 54,
-        k_He4_F18_to_Na22 = 55,
-        k_p_F19_to_Ne20 = 56,
-        k_He4_F19_to_Na23 = 57,
-        k_He4_Ne18_to_Mg22 = 58,
-        k_He4_Ne20_to_Mg24 = 59,
-        k_p_Ne21_to_Na22 = 60,
-        k_p_Na23_to_Mg24 = 61,
-        k_He4_Mg24_to_Si28 = 62,
-        k_p_Al27_to_Si28 = 63,
-        k_He4_Si28_to_S32 = 64,
-        k_p_P31_to_S32 = 65,
-        k_He4_C12_to_p_N15 = 66,
-        k_C12_C12_to_p_Na23 = 67,
-        k_C12_C12_to_He4_Ne20 = 68,
-        k_He4_N13_to_p_O16 = 69,
-        k_He4_N14_to_p_O17 = 70,
-        k_p_N15_to_He4_C12 = 71,
-        k_He4_N15_to_p_O18 = 72,
-        k_He4_O14_to_p_F17 = 73,
-        k_He4_O15_to_p_F18 = 74,
-        k_p_O16_to_He4_N13 = 75,
-        k_He4_O16_to_p_F19 = 76,
-        k_C12_O16_to_p_Al27 = 77,
-        k_C12_O16_to_He4_Mg24 = 78,
-        k_O16_O16_to_p_P31 = 79,
-        k_O16_O16_to_He4_Si28 = 80,
-        k_p_O17_to_He4_N14 = 81,
-        k_p_O18_to_He4_N15 = 82,
-        k_p_F17_to_He4_O14 = 83,
-        k_He4_F17_to_p_Ne20 = 84,
-        k_p_F18_to_He4_O15 = 85,
-        k_He4_F18_to_p_Ne21 = 86,
-        k_p_F19_to_He4_O16 = 87,
-        k_He4_Ne19_to_p_Na22 = 88,
-        k_p_Ne20_to_He4_F17 = 89,
-        k_He4_Ne20_to_p_Na23 = 90,
-        k_p_Ne21_to_He4_F18 = 91,
-        k_p_Na22_to_He4_Ne19 = 92,
-        k_p_Na23_to_He4_Ne20 = 93,
-        k_He4_Mg24_to_p_Al27 = 94,
-        k_p_Al27_to_He4_Mg24 = 95,
-        k_He4_Si28_to_p_P31 = 96,
-        k_p_P31_to_He4_Si28 = 97,
-        k_He4_He4_He4_to_C12 = 98,
-        k_C12_C12_to_Mg24_modified = 99,
-        k_O16_O16_to_S32_modified = 100,
-        k_C12_O16_to_Si28_modified = 101,
-        k_He4_S32_to_Ar36_removed = 102,
-        k_He4_S32_to_p_Cl35_removed = 103,
-        k_p_Cl35_to_Ar36_removed = 104,
-        k_Ar36_to_He4_S32_removed = 105,
-        k_Ar36_to_p_Cl35_removed = 106,
-        k_p_Cl35_to_He4_S32_removed = 107,
-        k_He4_Ar36_to_Ca40_removed = 108,
-        k_He4_Ar36_to_p_K39_removed = 109,
-        k_p_K39_to_Ca40_removed = 110,
-        k_Ca40_to_He4_Ar36_removed = 111,
-        k_Ca40_to_p_K39_removed = 112,
-        k_p_K39_to_He4_Ar36_removed = 113,
-        k_He4_Ca40_to_Ti44_removed = 114,
-        k_He4_Ca40_to_p_Sc43_removed = 115,
-        k_p_Sc43_to_Ti44_removed = 116,
-        k_Ti44_to_He4_Ca40_removed = 117,
-        k_Ti44_to_p_Sc43_removed = 118,
-        k_p_Sc43_to_He4_Ca40_removed = 119,
-        k_He4_Ti44_to_Cr48_removed = 120,
-        k_He4_Ti44_to_p_V47_removed = 121,
-        k_p_V47_to_Cr48_removed = 122,
-        k_Cr48_to_He4_Ti44_removed = 123,
-        k_Cr48_to_p_V47_removed = 124,
-        k_p_V47_to_He4_Ti44_removed = 125,
-        k_He4_Cr48_to_Fe52_removed = 126,
-        k_He4_Cr48_to_p_Mn51_removed = 127,
-        k_p_Mn51_to_Fe52_removed = 128,
-        k_Fe52_to_He4_Cr48_removed = 129,
-        k_Fe52_to_p_Mn51_removed = 130,
-        k_p_Mn51_to_He4_Cr48_removed = 131,
-        k_He4_Fe52_to_Ni56_removed = 132,
-        k_He4_Fe52_to_p_Co55_removed = 133,
-        k_p_Co55_to_Ni56_removed = 134,
-        k_Ni56_to_He4_Fe52_removed = 135,
-        k_Ni56_to_p_Co55_removed = 136,
-        k_p_Co55_to_He4_Fe52_removed = 137,
-        k_S32_He4_to_Ar36_approx = 138,
-        k_Ar36_to_S32_He4_approx = 139,
-        k_Ar36_He4_to_Ca40_approx = 140,
-        k_Ca40_to_Ar36_He4_approx = 141,
-        k_Ca40_He4_to_Ti44_approx = 142,
-        k_Ti44_to_Ca40_He4_approx = 143,
-        k_Ti44_He4_to_Cr48_approx = 144,
-        k_Cr48_to_Ti44_He4_approx = 145,
-        k_Cr48_He4_to_Fe52_approx = 146,
-        k_Fe52_to_Cr48_He4_approx = 147,
-        k_Fe52_He4_to_Ni56_approx = 148,
-        k_Ni56_to_Fe52_He4_approx = 149,
-        NumRates = k_Ni56_to_Fe52_He4_approx
+        k_p_C12_to_N13 = 9,
+        k_He4_C12_to_O16 = 10,
+        k_p_C13_to_N14 = 11,
+        k_p_N13_to_O14 = 12,
+        k_p_N14_to_O15 = 13,
+        k_He4_N14_to_F18 = 14,
+        k_p_N15_to_O16 = 15,
+        k_He4_N15_to_F19 = 16,
+        k_He4_O14_to_Ne18 = 17,
+        k_He4_O15_to_Ne19 = 18,
+        k_p_O16_to_F17 = 19,
+        k_He4_O16_to_Ne20 = 20,
+        k_p_O17_to_F18 = 21,
+        k_He4_O17_to_Ne21 = 22,
+        k_p_O18_to_F19 = 23,
+        k_p_F17_to_Ne18 = 24,
+        k_p_F18_to_Ne19 = 25,
+        k_He4_F18_to_Na22 = 26,
+        k_p_F19_to_Ne20 = 27,
+        k_He4_F19_to_Na23 = 28,
+        k_He4_Ne18_to_Mg22 = 29,
+        k_He4_Ne20_to_Mg24 = 30,
+        k_p_Ne21_to_Na22 = 31,
+        k_p_Na23_to_Mg24 = 32,
+        k_He4_Mg24_to_Si28 = 33,
+        k_p_Al27_to_Si28 = 34,
+        k_He4_Si28_to_S32 = 35,
+        k_p_P31_to_S32 = 36,
+        k_C12_C12_to_p_Na23 = 37,
+        k_C12_C12_to_He4_Ne20 = 38,
+        k_He4_N13_to_p_O16 = 39,
+        k_p_N15_to_He4_C12 = 40,
+        k_He4_O14_to_p_F17 = 41,
+        k_C12_O16_to_p_Al27 = 42,
+        k_C12_O16_to_He4_Mg24 = 43,
+        k_O16_O16_to_p_P31 = 44,
+        k_O16_O16_to_He4_Si28 = 45,
+        k_p_O17_to_He4_N14 = 46,
+        k_p_O18_to_He4_N15 = 47,
+        k_p_F18_to_He4_O15 = 48,
+        k_He4_F18_to_p_Ne21 = 49,
+        k_p_F19_to_He4_O16 = 50,
+        k_He4_Ne19_to_p_Na22 = 51,
+        k_p_Ne20_to_He4_F17 = 52,
+        k_p_Na23_to_He4_Ne20 = 53,
+        k_p_Al27_to_He4_Mg24 = 54,
+        k_p_P31_to_He4_Si28 = 55,
+        k_He4_He4_He4_to_C12 = 56,
+        k_C12_C12_to_Mg24_modified = 57,
+        k_O16_O16_to_S32_modified = 58,
+        k_C12_O16_to_Si28_modified = 59,
+        k_He4_S32_to_Ar36_removed = 60,
+        k_p_Cl35_to_Ar36_removed = 61,
+        k_p_Cl35_to_He4_S32_removed = 62,
+        k_He4_Ar36_to_Ca40_removed = 63,
+        k_p_K39_to_Ca40_removed = 64,
+        k_p_K39_to_He4_Ar36_removed = 65,
+        k_He4_Ca40_to_Ti44_removed = 66,
+        k_p_Sc43_to_Ti44_removed = 67,
+        k_p_Sc43_to_He4_Ca40_removed = 68,
+        k_He4_Ti44_to_Cr48_removed = 69,
+        k_He4_Ti44_to_p_V47_removed = 70,
+        k_p_V47_to_Cr48_removed = 71,
+        k_He4_Cr48_to_Fe52_removed = 72,
+        k_He4_Cr48_to_p_Mn51_removed = 73,
+        k_p_Mn51_to_Fe52_removed = 74,
+        k_He4_Fe52_to_Ni56_removed = 75,
+        k_He4_Fe52_to_p_Co55_removed = 76,
+        k_p_Co55_to_Ni56_removed = 77,
+        k_S32_He4_to_Ar36_approx = 78,
+        k_Ar36_to_S32_He4_approx = 79,
+        k_Ar36_He4_to_Ca40_approx = 80,
+        k_Ca40_to_Ar36_He4_approx = 81,
+        k_Ca40_He4_to_Ti44_approx = 82,
+        k_Ti44_to_Ca40_He4_approx = 83,
+        k_Ti44_He4_to_Cr48_approx = 84,
+        k_Cr48_to_Ti44_He4_approx = 85,
+        k_Cr48_He4_to_Fe52_approx = 86,
+        k_Fe52_to_Cr48_He4_approx = 87,
+        k_Fe52_He4_to_Ni56_approx = 88,
+        k_Ni56_to_Fe52_He4_approx = 89,
+        k_N13_to_p_C12_derived = 90,
+        k_N14_to_p_C13_derived = 91,
+        k_O14_to_p_N13_derived = 92,
+        k_O15_to_p_N14_derived = 93,
+        k_O16_to_p_N15_derived = 94,
+        k_O16_to_He4_C12_derived = 95,
+        k_F17_to_p_O16_derived = 96,
+        k_F18_to_p_O17_derived = 97,
+        k_F18_to_He4_N14_derived = 98,
+        k_F19_to_p_O18_derived = 99,
+        k_F19_to_He4_N15_derived = 100,
+        k_Ne18_to_p_F17_derived = 101,
+        k_Ne18_to_He4_O14_derived = 102,
+        k_Ne19_to_p_F18_derived = 103,
+        k_Ne19_to_He4_O15_derived = 104,
+        k_Ne20_to_p_F19_derived = 105,
+        k_Ne20_to_He4_O16_derived = 106,
+        k_Ne21_to_He4_O17_derived = 107,
+        k_Na22_to_p_Ne21_derived = 108,
+        k_Na22_to_He4_F18_derived = 109,
+        k_Na23_to_He4_F19_derived = 110,
+        k_Mg22_to_He4_Ne18_derived = 111,
+        k_Mg24_to_p_Na23_derived = 112,
+        k_Mg24_to_He4_Ne20_derived = 113,
+        k_Si28_to_p_Al27_derived = 114,
+        k_Si28_to_He4_Mg24_derived = 115,
+        k_S32_to_p_P31_derived = 116,
+        k_S32_to_He4_Si28_derived = 117,
+        k_C12_to_He4_He4_He4_derived = 118,
+        k_He4_C12_to_p_N15_derived = 119,
+        k_He4_N14_to_p_O17_derived = 120,
+        k_He4_N15_to_p_O18_derived = 121,
+        k_He4_O15_to_p_F18_derived = 122,
+        k_p_O16_to_He4_N13_derived = 123,
+        k_He4_O16_to_p_F19_derived = 124,
+        k_p_F17_to_He4_O14_derived = 125,
+        k_He4_F17_to_p_Ne20_derived = 126,
+        k_He4_Ne20_to_p_Na23_derived = 127,
+        k_p_Ne21_to_He4_F18_derived = 128,
+        k_p_Na22_to_He4_Ne19_derived = 129,
+        k_He4_Mg24_to_p_Al27_derived = 130,
+        k_He4_Si28_to_p_P31_derived = 131,
+        k_He4_S32_to_p_Cl35_derived_removed = 132,
+        k_Ar36_to_He4_S32_derived_removed = 133,
+        k_Ar36_to_p_Cl35_derived_removed = 134,
+        k_He4_Ar36_to_p_K39_derived_removed = 135,
+        k_Ca40_to_He4_Ar36_derived_removed = 136,
+        k_Ca40_to_p_K39_derived_removed = 137,
+        k_He4_Ca40_to_p_Sc43_derived_removed = 138,
+        k_Ti44_to_He4_Ca40_derived_removed = 139,
+        k_Ti44_to_p_Sc43_derived_removed = 140,
+        k_Cr48_to_He4_Ti44_derived_removed = 141,
+        k_Cr48_to_p_V47_derived_removed = 142,
+        k_p_V47_to_He4_Ti44_derived_removed = 143,
+        k_Fe52_to_He4_Cr48_derived_removed = 144,
+        k_Fe52_to_p_Mn51_derived_removed = 145,
+        k_p_Mn51_to_He4_Cr48_derived_removed = 146,
+        k_Ni56_to_He4_Fe52_derived_removed = 147,
+        k_Ni56_to_p_Co55_derived_removed = 148,
+        k_p_Co55_to_He4_Fe52_derived_removed = 149,
+        NumRates = k_p_Co55_to_He4_Fe52_derived_removed
     };
 
     // number of reaclib rates
@@ -355,147 +355,147 @@ namespace Rates
         "Ne18_to_F18_weak_wc12",  // 6,
         "Ne19_to_F19_weak_wc12",  // 7,
         "Mg22_to_Na22_weak_wc12",  // 8,
-        "N13_to_p_C12",  // 9,
-        "N14_to_p_C13",  // 10,
-        "O14_to_p_N13",  // 11,
-        "O15_to_p_N14",  // 12,
-        "O16_to_p_N15",  // 13,
-        "O16_to_He4_C12",  // 14,
-        "F17_to_p_O16",  // 15,
-        "F18_to_p_O17",  // 16,
-        "F18_to_He4_N14",  // 17,
-        "F19_to_p_O18",  // 18,
-        "F19_to_He4_N15",  // 19,
-        "Ne18_to_p_F17",  // 20,
-        "Ne18_to_He4_O14",  // 21,
-        "Ne19_to_p_F18",  // 22,
-        "Ne19_to_He4_O15",  // 23,
-        "Ne20_to_p_F19",  // 24,
-        "Ne20_to_He4_O16",  // 25,
-        "Ne21_to_He4_O17",  // 26,
-        "Na22_to_p_Ne21",  // 27,
-        "Na22_to_He4_F18",  // 28,
-        "Na23_to_He4_F19",  // 29,
-        "Mg22_to_He4_Ne18",  // 30,
-        "Mg24_to_p_Na23",  // 31,
-        "Mg24_to_He4_Ne20",  // 32,
-        "Si28_to_p_Al27",  // 33,
-        "Si28_to_He4_Mg24",  // 34,
-        "S32_to_p_P31",  // 35,
-        "S32_to_He4_Si28",  // 36,
-        "C12_to_He4_He4_He4",  // 37,
-        "p_C12_to_N13",  // 38,
-        "He4_C12_to_O16",  // 39,
-        "p_C13_to_N14",  // 40,
-        "p_N13_to_O14",  // 41,
-        "p_N14_to_O15",  // 42,
-        "He4_N14_to_F18",  // 43,
-        "p_N15_to_O16",  // 44,
-        "He4_N15_to_F19",  // 45,
-        "He4_O14_to_Ne18",  // 46,
-        "He4_O15_to_Ne19",  // 47,
-        "p_O16_to_F17",  // 48,
-        "He4_O16_to_Ne20",  // 49,
-        "p_O17_to_F18",  // 50,
-        "He4_O17_to_Ne21",  // 51,
-        "p_O18_to_F19",  // 52,
-        "p_F17_to_Ne18",  // 53,
-        "p_F18_to_Ne19",  // 54,
-        "He4_F18_to_Na22",  // 55,
-        "p_F19_to_Ne20",  // 56,
-        "He4_F19_to_Na23",  // 57,
-        "He4_Ne18_to_Mg22",  // 58,
-        "He4_Ne20_to_Mg24",  // 59,
-        "p_Ne21_to_Na22",  // 60,
-        "p_Na23_to_Mg24",  // 61,
-        "He4_Mg24_to_Si28",  // 62,
-        "p_Al27_to_Si28",  // 63,
-        "He4_Si28_to_S32",  // 64,
-        "p_P31_to_S32",  // 65,
-        "He4_C12_to_p_N15",  // 66,
-        "C12_C12_to_p_Na23",  // 67,
-        "C12_C12_to_He4_Ne20",  // 68,
-        "He4_N13_to_p_O16",  // 69,
-        "He4_N14_to_p_O17",  // 70,
-        "p_N15_to_He4_C12",  // 71,
-        "He4_N15_to_p_O18",  // 72,
-        "He4_O14_to_p_F17",  // 73,
-        "He4_O15_to_p_F18",  // 74,
-        "p_O16_to_He4_N13",  // 75,
-        "He4_O16_to_p_F19",  // 76,
-        "C12_O16_to_p_Al27",  // 77,
-        "C12_O16_to_He4_Mg24",  // 78,
-        "O16_O16_to_p_P31",  // 79,
-        "O16_O16_to_He4_Si28",  // 80,
-        "p_O17_to_He4_N14",  // 81,
-        "p_O18_to_He4_N15",  // 82,
-        "p_F17_to_He4_O14",  // 83,
-        "He4_F17_to_p_Ne20",  // 84,
-        "p_F18_to_He4_O15",  // 85,
-        "He4_F18_to_p_Ne21",  // 86,
-        "p_F19_to_He4_O16",  // 87,
-        "He4_Ne19_to_p_Na22",  // 88,
-        "p_Ne20_to_He4_F17",  // 89,
-        "He4_Ne20_to_p_Na23",  // 90,
-        "p_Ne21_to_He4_F18",  // 91,
-        "p_Na22_to_He4_Ne19",  // 92,
-        "p_Na23_to_He4_Ne20",  // 93,
-        "He4_Mg24_to_p_Al27",  // 94,
-        "p_Al27_to_He4_Mg24",  // 95,
-        "He4_Si28_to_p_P31",  // 96,
-        "p_P31_to_He4_Si28",  // 97,
-        "He4_He4_He4_to_C12",  // 98,
-        "C12_C12_to_Mg24_modified",  // 99,
-        "O16_O16_to_S32_modified",  // 100,
-        "C12_O16_to_Si28_modified",  // 101,
-        "He4_S32_to_Ar36_removed",  // 102,
-        "He4_S32_to_p_Cl35_removed",  // 103,
-        "p_Cl35_to_Ar36_removed",  // 104,
-        "Ar36_to_He4_S32_removed",  // 105,
-        "Ar36_to_p_Cl35_removed",  // 106,
-        "p_Cl35_to_He4_S32_removed",  // 107,
-        "He4_Ar36_to_Ca40_removed",  // 108,
-        "He4_Ar36_to_p_K39_removed",  // 109,
-        "p_K39_to_Ca40_removed",  // 110,
-        "Ca40_to_He4_Ar36_removed",  // 111,
-        "Ca40_to_p_K39_removed",  // 112,
-        "p_K39_to_He4_Ar36_removed",  // 113,
-        "He4_Ca40_to_Ti44_removed",  // 114,
-        "He4_Ca40_to_p_Sc43_removed",  // 115,
-        "p_Sc43_to_Ti44_removed",  // 116,
-        "Ti44_to_He4_Ca40_removed",  // 117,
-        "Ti44_to_p_Sc43_removed",  // 118,
-        "p_Sc43_to_He4_Ca40_removed",  // 119,
-        "He4_Ti44_to_Cr48_removed",  // 120,
-        "He4_Ti44_to_p_V47_removed",  // 121,
-        "p_V47_to_Cr48_removed",  // 122,
-        "Cr48_to_He4_Ti44_removed",  // 123,
-        "Cr48_to_p_V47_removed",  // 124,
-        "p_V47_to_He4_Ti44_removed",  // 125,
-        "He4_Cr48_to_Fe52_removed",  // 126,
-        "He4_Cr48_to_p_Mn51_removed",  // 127,
-        "p_Mn51_to_Fe52_removed",  // 128,
-        "Fe52_to_He4_Cr48_removed",  // 129,
-        "Fe52_to_p_Mn51_removed",  // 130,
-        "p_Mn51_to_He4_Cr48_removed",  // 131,
-        "He4_Fe52_to_Ni56_removed",  // 132,
-        "He4_Fe52_to_p_Co55_removed",  // 133,
-        "p_Co55_to_Ni56_removed",  // 134,
-        "Ni56_to_He4_Fe52_removed",  // 135,
-        "Ni56_to_p_Co55_removed",  // 136,
-        "p_Co55_to_He4_Fe52_removed",  // 137,
-        "S32_He4_to_Ar36_approx",  // 138,
-        "Ar36_to_S32_He4_approx",  // 139,
-        "Ar36_He4_to_Ca40_approx",  // 140,
-        "Ca40_to_Ar36_He4_approx",  // 141,
-        "Ca40_He4_to_Ti44_approx",  // 142,
-        "Ti44_to_Ca40_He4_approx",  // 143,
-        "Ti44_He4_to_Cr48_approx",  // 144,
-        "Cr48_to_Ti44_He4_approx",  // 145,
-        "Cr48_He4_to_Fe52_approx",  // 146,
-        "Fe52_to_Cr48_He4_approx",  // 147,
-        "Fe52_He4_to_Ni56_approx",  // 148,
-        "Ni56_to_Fe52_He4_approx"  // 149,
+        "p_C12_to_N13",  // 9,
+        "He4_C12_to_O16",  // 10,
+        "p_C13_to_N14",  // 11,
+        "p_N13_to_O14",  // 12,
+        "p_N14_to_O15",  // 13,
+        "He4_N14_to_F18",  // 14,
+        "p_N15_to_O16",  // 15,
+        "He4_N15_to_F19",  // 16,
+        "He4_O14_to_Ne18",  // 17,
+        "He4_O15_to_Ne19",  // 18,
+        "p_O16_to_F17",  // 19,
+        "He4_O16_to_Ne20",  // 20,
+        "p_O17_to_F18",  // 21,
+        "He4_O17_to_Ne21",  // 22,
+        "p_O18_to_F19",  // 23,
+        "p_F17_to_Ne18",  // 24,
+        "p_F18_to_Ne19",  // 25,
+        "He4_F18_to_Na22",  // 26,
+        "p_F19_to_Ne20",  // 27,
+        "He4_F19_to_Na23",  // 28,
+        "He4_Ne18_to_Mg22",  // 29,
+        "He4_Ne20_to_Mg24",  // 30,
+        "p_Ne21_to_Na22",  // 31,
+        "p_Na23_to_Mg24",  // 32,
+        "He4_Mg24_to_Si28",  // 33,
+        "p_Al27_to_Si28",  // 34,
+        "He4_Si28_to_S32",  // 35,
+        "p_P31_to_S32",  // 36,
+        "C12_C12_to_p_Na23",  // 37,
+        "C12_C12_to_He4_Ne20",  // 38,
+        "He4_N13_to_p_O16",  // 39,
+        "p_N15_to_He4_C12",  // 40,
+        "He4_O14_to_p_F17",  // 41,
+        "C12_O16_to_p_Al27",  // 42,
+        "C12_O16_to_He4_Mg24",  // 43,
+        "O16_O16_to_p_P31",  // 44,
+        "O16_O16_to_He4_Si28",  // 45,
+        "p_O17_to_He4_N14",  // 46,
+        "p_O18_to_He4_N15",  // 47,
+        "p_F18_to_He4_O15",  // 48,
+        "He4_F18_to_p_Ne21",  // 49,
+        "p_F19_to_He4_O16",  // 50,
+        "He4_Ne19_to_p_Na22",  // 51,
+        "p_Ne20_to_He4_F17",  // 52,
+        "p_Na23_to_He4_Ne20",  // 53,
+        "p_Al27_to_He4_Mg24",  // 54,
+        "p_P31_to_He4_Si28",  // 55,
+        "He4_He4_He4_to_C12",  // 56,
+        "C12_C12_to_Mg24_modified",  // 57,
+        "O16_O16_to_S32_modified",  // 58,
+        "C12_O16_to_Si28_modified",  // 59,
+        "He4_S32_to_Ar36_removed",  // 60,
+        "p_Cl35_to_Ar36_removed",  // 61,
+        "p_Cl35_to_He4_S32_removed",  // 62,
+        "He4_Ar36_to_Ca40_removed",  // 63,
+        "p_K39_to_Ca40_removed",  // 64,
+        "p_K39_to_He4_Ar36_removed",  // 65,
+        "He4_Ca40_to_Ti44_removed",  // 66,
+        "p_Sc43_to_Ti44_removed",  // 67,
+        "p_Sc43_to_He4_Ca40_removed",  // 68,
+        "He4_Ti44_to_Cr48_removed",  // 69,
+        "He4_Ti44_to_p_V47_removed",  // 70,
+        "p_V47_to_Cr48_removed",  // 71,
+        "He4_Cr48_to_Fe52_removed",  // 72,
+        "He4_Cr48_to_p_Mn51_removed",  // 73,
+        "p_Mn51_to_Fe52_removed",  // 74,
+        "He4_Fe52_to_Ni56_removed",  // 75,
+        "He4_Fe52_to_p_Co55_removed",  // 76,
+        "p_Co55_to_Ni56_removed",  // 77,
+        "S32_He4_to_Ar36_approx",  // 78,
+        "Ar36_to_S32_He4_approx",  // 79,
+        "Ar36_He4_to_Ca40_approx",  // 80,
+        "Ca40_to_Ar36_He4_approx",  // 81,
+        "Ca40_He4_to_Ti44_approx",  // 82,
+        "Ti44_to_Ca40_He4_approx",  // 83,
+        "Ti44_He4_to_Cr48_approx",  // 84,
+        "Cr48_to_Ti44_He4_approx",  // 85,
+        "Cr48_He4_to_Fe52_approx",  // 86,
+        "Fe52_to_Cr48_He4_approx",  // 87,
+        "Fe52_He4_to_Ni56_approx",  // 88,
+        "Ni56_to_Fe52_He4_approx",  // 89,
+        "N13_to_p_C12_derived",  // 90,
+        "N14_to_p_C13_derived",  // 91,
+        "O14_to_p_N13_derived",  // 92,
+        "O15_to_p_N14_derived",  // 93,
+        "O16_to_p_N15_derived",  // 94,
+        "O16_to_He4_C12_derived",  // 95,
+        "F17_to_p_O16_derived",  // 96,
+        "F18_to_p_O17_derived",  // 97,
+        "F18_to_He4_N14_derived",  // 98,
+        "F19_to_p_O18_derived",  // 99,
+        "F19_to_He4_N15_derived",  // 100,
+        "Ne18_to_p_F17_derived",  // 101,
+        "Ne18_to_He4_O14_derived",  // 102,
+        "Ne19_to_p_F18_derived",  // 103,
+        "Ne19_to_He4_O15_derived",  // 104,
+        "Ne20_to_p_F19_derived",  // 105,
+        "Ne20_to_He4_O16_derived",  // 106,
+        "Ne21_to_He4_O17_derived",  // 107,
+        "Na22_to_p_Ne21_derived",  // 108,
+        "Na22_to_He4_F18_derived",  // 109,
+        "Na23_to_He4_F19_derived",  // 110,
+        "Mg22_to_He4_Ne18_derived",  // 111,
+        "Mg24_to_p_Na23_derived",  // 112,
+        "Mg24_to_He4_Ne20_derived",  // 113,
+        "Si28_to_p_Al27_derived",  // 114,
+        "Si28_to_He4_Mg24_derived",  // 115,
+        "S32_to_p_P31_derived",  // 116,
+        "S32_to_He4_Si28_derived",  // 117,
+        "C12_to_He4_He4_He4_derived",  // 118,
+        "He4_C12_to_p_N15_derived",  // 119,
+        "He4_N14_to_p_O17_derived",  // 120,
+        "He4_N15_to_p_O18_derived",  // 121,
+        "He4_O15_to_p_F18_derived",  // 122,
+        "p_O16_to_He4_N13_derived",  // 123,
+        "He4_O16_to_p_F19_derived",  // 124,
+        "p_F17_to_He4_O14_derived",  // 125,
+        "He4_F17_to_p_Ne20_derived",  // 126,
+        "He4_Ne20_to_p_Na23_derived",  // 127,
+        "p_Ne21_to_He4_F18_derived",  // 128,
+        "p_Na22_to_He4_Ne19_derived",  // 129,
+        "He4_Mg24_to_p_Al27_derived",  // 130,
+        "He4_Si28_to_p_P31_derived",  // 131,
+        "He4_S32_to_p_Cl35_derived_removed",  // 132,
+        "Ar36_to_He4_S32_derived_removed",  // 133,
+        "Ar36_to_p_Cl35_derived_removed",  // 134,
+        "He4_Ar36_to_p_K39_derived_removed",  // 135,
+        "Ca40_to_He4_Ar36_derived_removed",  // 136,
+        "Ca40_to_p_K39_derived_removed",  // 137,
+        "He4_Ca40_to_p_Sc43_derived_removed",  // 138,
+        "Ti44_to_He4_Ca40_derived_removed",  // 139,
+        "Ti44_to_p_Sc43_derived_removed",  // 140,
+        "Cr48_to_He4_Ti44_derived_removed",  // 141,
+        "Cr48_to_p_V47_derived_removed",  // 142,
+        "p_V47_to_He4_Ti44_derived_removed",  // 143,
+        "Fe52_to_He4_Cr48_derived_removed",  // 144,
+        "Fe52_to_p_Mn51_derived_removed",  // 145,
+        "p_Mn51_to_He4_Cr48_derived_removed",  // 146,
+        "Ni56_to_He4_Fe52_derived_removed",  // 147,
+        "Ni56_to_p_Co55_derived_removed",  // 148,
+        "p_Co55_to_He4_Fe52_derived_removed"  // 149,
     };
 
 }
diff --git a/networks/CNO_He_burn/actual_network_data.cpp b/networks/CNO_He_burn/actual_network_data.cpp
index 7d0e4cf495..e7574c41ae 100644
--- a/networks/CNO_He_burn/actual_network_data.cpp
+++ b/networks/CNO_He_burn/actual_network_data.cpp
@@ -13,6 +13,87 @@ namespace NSE_INDEX
         -1, -1, 15, -1, -1, 13, -1,
         -1, -1, 16, -1, -1, 14, -1,
         -1, -1, 21, -1, -1, 19, -1,
+        -1, 0, 2, -1, -1, 4, 90,
+        -1, 1, 2, -1, -1, 9, 95,
+        -1, 0, 3, -1, -1, 5, 91,
+        -1, 0, 4, -1, -1, 7, 92,
+        -1, 0, 5, -1, -1, 8, 93,
+        -1, 1, 5, -1, -1, 13, 98,
+        -1, 0, 6, -1, -1, 9, 94,
+        -1, 1, 6, -1, -1, 14, 100,
+        -1, 1, 7, -1, -1, 15, 102,
+        -1, 1, 8, -1, -1, 16, 104,
+        -1, 0, 9, -1, -1, 12, 96,
+        -1, 1, 9, -1, -1, 17, 106,
+        -1, 0, 10, -1, -1, 13, 97,
+        -1, 1, 10, -1, -1, 18, 107,
+        -1, 0, 11, -1, -1, 14, 99,
+        -1, 0, 12, -1, -1, 15, 101,
+        -1, 0, 13, -1, -1, 16, 103,
+        -1, 1, 13, -1, -1, 19, 109,
+        -1, 0, 14, -1, -1, 17, 105,
+        -1, 1, 14, -1, -1, 20, 110,
+        -1, 1, 15, -1, -1, 21, 111,
+        -1, 1, 17, -1, -1, 22, 113,
+        -1, 0, 18, -1, -1, 19, 108,
+        -1, 0, 20, -1, -1, 22, 112,
+        -1, 1, 22, -1, -1, 24, 115,
+        -1, 0, 23, -1, -1, 24, 114,
+        -1, 1, 24, -1, -1, 26, 117,
+        -1, 0, 25, -1, -1, 26, 116,
+        -1, 2, 2, -1, 0, 20, -1,
+        -1, 2, 2, -1, 1, 17, -1,
+        -1, 1, 4, -1, 0, 9, 123,
+        -1, 0, 6, -1, 1, 2, 119,
+        -1, 1, 7, -1, 0, 12, 125,
+        -1, 2, 9, -1, 0, 23, -1,
+        -1, 2, 9, -1, 1, 22, -1,
+        -1, 9, 9, -1, 0, 25, -1,
+        -1, 9, 9, -1, 1, 24, -1,
+        -1, 0, 10, -1, 1, 5, 120,
+        -1, 0, 11, -1, 1, 6, 121,
+        -1, 0, 13, -1, 1, 8, 122,
+        -1, 1, 13, -1, 0, 18, 128,
+        -1, 0, 14, -1, 1, 9, 124,
+        -1, 1, 16, -1, 0, 19, 129,
+        -1, 0, 17, -1, 1, 12, -1,
+        -1, 0, 20, -1, 1, 17, 127,
+        -1, 0, 23, -1, 1, 22, 130,
+        -1, 0, 25, -1, 1, 24, 131,
+        1, 1, 1, -1, -1, 2, 118,
+        -1, 2, 2, -1, -1, 22, -1,
+        -1, 9, 9, -1, -1, 26, -1,
+        -1, 2, 9, -1, -1, 24, -1,
+        -1, -1, -1, -1, -1, -1, -1,
+        -1, -1, -1, -1, -1, -1, -1,
+        -1, -1, -1, -1, -1, -1, -1,
+        -1, -1, -1, -1, -1, -1, -1,
+        -1, -1, -1, -1, -1, -1, -1,
+        -1, -1, -1, -1, -1, -1, -1,
+        -1, -1, -1, -1, -1, -1, -1,
+        -1, -1, -1, -1, -1, -1, -1,
+        -1, -1, -1, -1, -1, -1, -1,
+        -1, -1, -1, -1, -1, -1, -1,
+        -1, -1, -1, -1, -1, -1, -1,
+        -1, -1, -1, -1, -1, -1, -1,
+        -1, -1, -1, -1, -1, -1, -1,
+        -1, -1, -1, -1, -1, -1, -1,
+        -1, -1, -1, -1, -1, -1, -1,
+        -1, -1, -1, -1, -1, -1, -1,
+        -1, -1, -1, -1, -1, -1, -1,
+        -1, -1, -1, -1, -1, -1, -1,
+        -1, 1, 26, -1, -1, 27, 79,
+        -1, -1, 27, -1, 1, 26, -1,
+        -1, 1, 27, -1, -1, 28, 81,
+        -1, -1, 28, -1, 1, 27, -1,
+        -1, 1, 28, -1, -1, 29, 83,
+        -1, -1, 29, -1, 1, 28, -1,
+        -1, 1, 29, -1, -1, 30, 85,
+        -1, -1, 30, -1, 1, 29, -1,
+        -1, 1, 30, -1, -1, 31, 87,
+        -1, -1, 31, -1, 1, 30, -1,
+        -1, 1, 31, -1, -1, 32, 89,
+        -1, -1, 32, -1, 1, 31, -1,
         -1, -1, 4, -1, 0, 2, -1,
         -1, -1, 5, -1, 0, 3, -1,
         -1, -1, 7, -1, 0, 4, -1,
@@ -42,78 +123,19 @@ namespace NSE_INDEX
         -1, -1, 26, -1, 0, 25, -1,
         -1, -1, 26, -1, 1, 24, -1,
         -1, -1, 2, 1, 1, 1, -1,
-        -1, 0, 2, -1, -1, 4, 9,
-        -1, 1, 2, -1, -1, 9, 14,
-        -1, 0, 3, -1, -1, 5, 10,
-        -1, 0, 4, -1, -1, 7, 11,
-        -1, 0, 5, -1, -1, 8, 12,
-        -1, 1, 5, -1, -1, 13, 17,
-        -1, 0, 6, -1, -1, 9, 13,
-        -1, 1, 6, -1, -1, 14, 19,
-        -1, 1, 7, -1, -1, 15, 21,
-        -1, 1, 8, -1, -1, 16, 23,
-        -1, 0, 9, -1, -1, 12, 15,
-        -1, 1, 9, -1, -1, 17, 25,
-        -1, 0, 10, -1, -1, 13, 16,
-        -1, 1, 10, -1, -1, 18, 26,
-        -1, 0, 11, -1, -1, 14, 18,
-        -1, 0, 12, -1, -1, 15, 20,
-        -1, 0, 13, -1, -1, 16, 22,
-        -1, 1, 13, -1, -1, 19, 28,
-        -1, 0, 14, -1, -1, 17, 24,
-        -1, 1, 14, -1, -1, 20, 29,
-        -1, 1, 15, -1, -1, 21, 30,
-        -1, 1, 17, -1, -1, 22, 32,
-        -1, 0, 18, -1, -1, 19, 27,
-        -1, 0, 20, -1, -1, 22, 31,
-        -1, 1, 22, -1, -1, 24, 34,
-        -1, 0, 23, -1, -1, 24, 33,
-        -1, 1, 24, -1, -1, 26, 36,
-        -1, 0, 25, -1, -1, 26, 35,
         -1, 1, 2, -1, 0, 6, -1,
-        -1, 2, 2, -1, 0, 20, -1,
-        -1, 2, 2, -1, 1, 17, -1,
-        -1, 1, 4, -1, 0, 9, 75,
         -1, 1, 5, -1, 0, 10, -1,
-        -1, 0, 6, -1, 1, 2, 66,
         -1, 1, 6, -1, 0, 11, -1,
-        -1, 1, 7, -1, 0, 12, 83,
         -1, 1, 8, -1, 0, 13, -1,
         -1, 0, 9, -1, 1, 4, -1,
         -1, 1, 9, -1, 0, 14, -1,
-        -1, 2, 9, -1, 0, 23, -1,
-        -1, 2, 9, -1, 1, 22, -1,
-        -1, 9, 9, -1, 0, 25, -1,
-        -1, 9, 9, -1, 1, 24, -1,
-        -1, 0, 10, -1, 1, 5, 70,
-        -1, 0, 11, -1, 1, 6, 72,
         -1, 0, 12, -1, 1, 7, -1,
-        -1, 1, 12, -1, 0, 17, 89,
-        -1, 0, 13, -1, 1, 8, 74,
-        -1, 1, 13, -1, 0, 18, 91,
-        -1, 0, 14, -1, 1, 9, 76,
-        -1, 1, 16, -1, 0, 19, 92,
-        -1, 0, 17, -1, 1, 12, -1,
+        -1, 1, 12, -1, 0, 17, 52,
         -1, 1, 17, -1, 0, 20, -1,
         -1, 0, 18, -1, 1, 13, -1,
         -1, 0, 19, -1, 1, 16, -1,
-        -1, 0, 20, -1, 1, 17, 90,
         -1, 1, 22, -1, 0, 23, -1,
-        -1, 0, 23, -1, 1, 22, 94,
         -1, 1, 24, -1, 0, 25, -1,
-        -1, 0, 25, -1, 1, 24, 96,
-        1, 1, 1, -1, -1, 2, 37,
-        -1, 2, 2, -1, -1, 22, -1,
-        -1, 9, 9, -1, -1, 26, -1,
-        -1, 2, 9, -1, -1, 24, -1,
-        -1, -1, -1, -1, -1, -1, -1,
-        -1, -1, -1, -1, -1, -1, -1,
-        -1, -1, -1, -1, -1, -1, -1,
-        -1, -1, -1, -1, -1, -1, -1,
-        -1, -1, -1, -1, -1, -1, -1,
-        -1, -1, -1, -1, -1, -1, -1,
-        -1, -1, -1, -1, -1, -1, -1,
-        -1, -1, -1, -1, -1, -1, -1,
         -1, -1, -1, -1, -1, -1, -1,
         -1, -1, -1, -1, -1, -1, -1,
         -1, -1, -1, -1, -1, -1, -1,
@@ -131,29 +153,7 @@ namespace NSE_INDEX
         -1, -1, -1, -1, -1, -1, -1,
         -1, -1, -1, -1, -1, -1, -1,
         -1, -1, -1, -1, -1, -1, -1,
-        -1, -1, -1, -1, -1, -1, -1,
-        -1, -1, -1, -1, -1, -1, -1,
-        -1, -1, -1, -1, -1, -1, -1,
-        -1, -1, -1, -1, -1, -1, -1,
-        -1, -1, -1, -1, -1, -1, -1,
-        -1, -1, -1, -1, -1, -1, -1,
-        -1, -1, -1, -1, -1, -1, -1,
-        -1, -1, -1, -1, -1, -1, -1,
-        -1, -1, -1, -1, -1, -1, -1,
-        -1, -1, -1, -1, -1, -1, -1,
-        -1, -1, -1, -1, -1, -1, -1,
-        -1, 1, 26, -1, -1, 27, 139,
-        -1, -1, 27, -1, 1, 26, -1,
-        -1, 1, 27, -1, -1, 28, 141,
-        -1, -1, 28, -1, 1, 27, -1,
-        -1, 1, 28, -1, -1, 29, 143,
-        -1, -1, 29, -1, 1, 28, -1,
-        -1, 1, 29, -1, -1, 30, 145,
-        -1, -1, 30, -1, 1, 29, -1,
-        -1, 1, 30, -1, -1, 31, 147,
-        -1, -1, 31, -1, 1, 30, -1,
-        -1, 1, 31, -1, -1, 32, 149,
-        -1, -1, 32, -1, 1, 31, -1
+        -1, -1, -1, -1, -1, -1, -1
     };
 }
 #endif
diff --git a/networks/CNO_He_burn/actual_rhs.H b/networks/CNO_He_burn/actual_rhs.H
index 7985edf788..602421d99c 100644
--- a/networks/CNO_He_burn/actual_rhs.H
+++ b/networks/CNO_He_burn/actual_rhs.H
@@ -76,9 +76,9 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         if constexpr (std::is_same_v<T, rate_derivs_t>) {
             rate_eval.dscreened_rates_dT(k_p_C12_to_N13) = 0.0;
         }
-        rate_eval.screened_rates(k_N13_to_p_C12) = 0.0;
+        rate_eval.screened_rates(k_N13_to_p_C12_derived) = 0.0;
         if constexpr (std::is_same_v<T, rate_derivs_t>) {
-            rate_eval.dscreened_rates_dT(k_N13_to_p_C12) = 0.0;
+            rate_eval.dscreened_rates_dT(k_N13_to_p_C12_derived) = 0.0;
         }
     }
 
@@ -87,9 +87,9 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         if constexpr (std::is_same_v<T, rate_derivs_t>) {
             rate_eval.dscreened_rates_dT(k_He4_N13_to_p_O16) = 0.0;
         }
-        rate_eval.screened_rates(k_p_O16_to_He4_N13) = 0.0;
+        rate_eval.screened_rates(k_p_O16_to_He4_N13_derived) = 0.0;
         if constexpr (std::is_same_v<T, rate_derivs_t>) {
-            rate_eval.dscreened_rates_dT(k_p_O16_to_He4_N13) = 0.0;
+            rate_eval.dscreened_rates_dT(k_p_O16_to_He4_N13_derived) = 0.0;
         }
     }
 
@@ -113,13 +113,6 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_N13_to_p_C12);
-    rate_eval.screened_rates(k_N13_to_p_C12) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_N13_to_p_C12);
-        rate_eval.dscreened_rates_dT(k_N13_to_p_C12) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
     ratraw = rate_eval.screened_rates(k_p_C12_to_N13);
     rate_eval.screened_rates(k_p_C12_to_N13) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
@@ -127,61 +120,42 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_p_C12_to_N13) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-
-    {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 6.0_rt, 13.0_rt);
-
-
-        static_assert(scn_fac.z1 == 1.0_rt);
-
-
-        actual_screen(pstate, scn_fac, scor, dscor_dt);
-    }
-
-
-    ratraw = rate_eval.screened_rates(k_N14_to_p_C13);
-    rate_eval.screened_rates(k_N14_to_p_C13) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_N14_to_p_C13);
-        rate_eval.dscreened_rates_dT(k_N14_to_p_C13) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-    ratraw = rate_eval.screened_rates(k_p_C13_to_N14);
-    rate_eval.screened_rates(k_p_C13_to_N14) *= scor;
+    ratraw = rate_eval.screened_rates(k_N13_to_p_C12_derived);
+    rate_eval.screened_rates(k_N13_to_p_C12_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_C13_to_N14);
-        rate_eval.dscreened_rates_dT(k_p_C13_to_N14) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_N13_to_p_C12_derived);
+        rate_eval.dscreened_rates_dT(k_N13_to_p_C12_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 7.0_rt, 13.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 6.0_rt, 12.0_rt);
 
 
-        static_assert(scn_fac.z1 == 1.0_rt);
+        static_assert(scn_fac.z1 == 2.0_rt);
 
 
         actual_screen(pstate, scn_fac, scor, dscor_dt);
     }
 
 
-    ratraw = rate_eval.screened_rates(k_O14_to_p_N13);
-    rate_eval.screened_rates(k_O14_to_p_N13) *= scor;
+    ratraw = rate_eval.screened_rates(k_He4_C12_to_O16);
+    rate_eval.screened_rates(k_He4_C12_to_O16) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_O14_to_p_N13);
-        rate_eval.dscreened_rates_dT(k_O14_to_p_N13) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_C12_to_O16);
+        rate_eval.dscreened_rates_dT(k_He4_C12_to_O16) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_N13_to_O14);
-    rate_eval.screened_rates(k_p_N13_to_O14) *= scor;
+    ratraw = rate_eval.screened_rates(k_O16_to_He4_C12_derived);
+    rate_eval.screened_rates(k_O16_to_He4_C12_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_N13_to_O14);
-        rate_eval.dscreened_rates_dT(k_p_N13_to_O14) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_O16_to_He4_C12_derived);
+        rate_eval.dscreened_rates_dT(k_O16_to_He4_C12_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 7.0_rt, 14.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 6.0_rt, 13.0_rt);
 
 
         static_assert(scn_fac.z1 == 1.0_rt);
@@ -191,23 +165,23 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_O15_to_p_N14);
-    rate_eval.screened_rates(k_O15_to_p_N14) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_C13_to_N14);
+    rate_eval.screened_rates(k_p_C13_to_N14) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_O15_to_p_N14);
-        rate_eval.dscreened_rates_dT(k_O15_to_p_N14) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_C13_to_N14);
+        rate_eval.dscreened_rates_dT(k_p_C13_to_N14) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_N14_to_O15);
-    rate_eval.screened_rates(k_p_N14_to_O15) *= scor;
+    ratraw = rate_eval.screened_rates(k_N14_to_p_C13_derived);
+    rate_eval.screened_rates(k_N14_to_p_C13_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_N14_to_O15);
-        rate_eval.dscreened_rates_dT(k_p_N14_to_O15) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_N14_to_p_C13_derived);
+        rate_eval.dscreened_rates_dT(k_N14_to_p_C13_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 7.0_rt, 15.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 7.0_rt, 13.0_rt);
 
 
         static_assert(scn_fac.z1 == 1.0_rt);
@@ -217,89 +191,75 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_O16_to_p_N15);
-    rate_eval.screened_rates(k_O16_to_p_N15) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_O16_to_p_N15);
-        rate_eval.dscreened_rates_dT(k_O16_to_p_N15) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-    ratraw = rate_eval.screened_rates(k_p_N15_to_O16);
-    rate_eval.screened_rates(k_p_N15_to_O16) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_N15_to_O16);
-        rate_eval.dscreened_rates_dT(k_p_N15_to_O16) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-    ratraw = rate_eval.screened_rates(k_He4_C12_to_p_N15);
-    rate_eval.screened_rates(k_He4_C12_to_p_N15) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_N13_to_O14);
+    rate_eval.screened_rates(k_p_N13_to_O14) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_C12_to_p_N15);
-        rate_eval.dscreened_rates_dT(k_He4_C12_to_p_N15) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_N13_to_O14);
+        rate_eval.dscreened_rates_dT(k_p_N13_to_O14) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_N15_to_He4_C12);
-    rate_eval.screened_rates(k_p_N15_to_He4_C12) *= scor;
+    ratraw = rate_eval.screened_rates(k_O14_to_p_N13_derived);
+    rate_eval.screened_rates(k_O14_to_p_N13_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_N15_to_He4_C12);
-        rate_eval.dscreened_rates_dT(k_p_N15_to_He4_C12) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_O14_to_p_N13_derived);
+        rate_eval.dscreened_rates_dT(k_O14_to_p_N13_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 6.0_rt, 12.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 7.0_rt, 14.0_rt);
 
 
-        static_assert(scn_fac.z1 == 2.0_rt);
+        static_assert(scn_fac.z1 == 1.0_rt);
 
 
         actual_screen(pstate, scn_fac, scor, dscor_dt);
     }
 
 
-    ratraw = rate_eval.screened_rates(k_O16_to_He4_C12);
-    rate_eval.screened_rates(k_O16_to_He4_C12) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_N14_to_O15);
+    rate_eval.screened_rates(k_p_N14_to_O15) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_O16_to_He4_C12);
-        rate_eval.dscreened_rates_dT(k_O16_to_He4_C12) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_N14_to_O15);
+        rate_eval.dscreened_rates_dT(k_p_N14_to_O15) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_He4_C12_to_O16);
-    rate_eval.screened_rates(k_He4_C12_to_O16) *= scor;
+    ratraw = rate_eval.screened_rates(k_O15_to_p_N14_derived);
+    rate_eval.screened_rates(k_O15_to_p_N14_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_C12_to_O16);
-        rate_eval.dscreened_rates_dT(k_He4_C12_to_O16) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_O15_to_p_N14_derived);
+        rate_eval.dscreened_rates_dT(k_O15_to_p_N14_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 8.0_rt, 16.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 7.0_rt, 14.0_rt);
 
 
-        static_assert(scn_fac.z1 == 1.0_rt);
+        static_assert(scn_fac.z1 == 2.0_rt);
 
 
         actual_screen(pstate, scn_fac, scor, dscor_dt);
     }
 
 
-    ratraw = rate_eval.screened_rates(k_F17_to_p_O16);
-    rate_eval.screened_rates(k_F17_to_p_O16) *= scor;
+    ratraw = rate_eval.screened_rates(k_He4_N14_to_F18);
+    rate_eval.screened_rates(k_He4_N14_to_F18) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_F17_to_p_O16);
-        rate_eval.dscreened_rates_dT(k_F17_to_p_O16) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_N14_to_F18);
+        rate_eval.dscreened_rates_dT(k_He4_N14_to_F18) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_O16_to_F17);
-    rate_eval.screened_rates(k_p_O16_to_F17) *= scor;
+    ratraw = rate_eval.screened_rates(k_F18_to_He4_N14_derived);
+    rate_eval.screened_rates(k_F18_to_He4_N14_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_O16_to_F17);
-        rate_eval.dscreened_rates_dT(k_p_O16_to_F17) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_F18_to_He4_N14_derived);
+        rate_eval.dscreened_rates_dT(k_F18_to_He4_N14_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 8.0_rt, 17.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 7.0_rt, 15.0_rt);
 
 
         static_assert(scn_fac.z1 == 1.0_rt);
@@ -309,37 +269,37 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_F18_to_p_O17);
-    rate_eval.screened_rates(k_F18_to_p_O17) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_N15_to_O16);
+    rate_eval.screened_rates(k_p_N15_to_O16) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_F18_to_p_O17);
-        rate_eval.dscreened_rates_dT(k_F18_to_p_O17) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_N15_to_O16);
+        rate_eval.dscreened_rates_dT(k_p_N15_to_O16) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_O17_to_F18);
-    rate_eval.screened_rates(k_p_O17_to_F18) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_N15_to_He4_C12);
+    rate_eval.screened_rates(k_p_N15_to_He4_C12) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_O17_to_F18);
-        rate_eval.dscreened_rates_dT(k_p_O17_to_F18) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_N15_to_He4_C12);
+        rate_eval.dscreened_rates_dT(k_p_N15_to_He4_C12) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_He4_N14_to_p_O17);
-    rate_eval.screened_rates(k_He4_N14_to_p_O17) *= scor;
+    ratraw = rate_eval.screened_rates(k_O16_to_p_N15_derived);
+    rate_eval.screened_rates(k_O16_to_p_N15_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_N14_to_p_O17);
-        rate_eval.dscreened_rates_dT(k_He4_N14_to_p_O17) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_O16_to_p_N15_derived);
+        rate_eval.dscreened_rates_dT(k_O16_to_p_N15_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_O17_to_He4_N14);
-    rate_eval.screened_rates(k_p_O17_to_He4_N14) *= scor;
+    ratraw = rate_eval.screened_rates(k_He4_C12_to_p_N15_derived);
+    rate_eval.screened_rates(k_He4_C12_to_p_N15_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_O17_to_He4_N14);
-        rate_eval.dscreened_rates_dT(k_p_O17_to_He4_N14) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_C12_to_p_N15_derived);
+        rate_eval.dscreened_rates_dT(k_He4_C12_to_p_N15_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 7.0_rt, 14.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 7.0_rt, 15.0_rt);
 
 
         static_assert(scn_fac.z1 == 2.0_rt);
@@ -349,63 +309,63 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_F18_to_He4_N14);
-    rate_eval.screened_rates(k_F18_to_He4_N14) *= scor;
+    ratraw = rate_eval.screened_rates(k_He4_N15_to_F19);
+    rate_eval.screened_rates(k_He4_N15_to_F19) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_F18_to_He4_N14);
-        rate_eval.dscreened_rates_dT(k_F18_to_He4_N14) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_N15_to_F19);
+        rate_eval.dscreened_rates_dT(k_He4_N15_to_F19) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_He4_N14_to_F18);
-    rate_eval.screened_rates(k_He4_N14_to_F18) *= scor;
+    ratraw = rate_eval.screened_rates(k_F19_to_He4_N15_derived);
+    rate_eval.screened_rates(k_F19_to_He4_N15_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_N14_to_F18);
-        rate_eval.dscreened_rates_dT(k_He4_N14_to_F18) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_F19_to_He4_N15_derived);
+        rate_eval.dscreened_rates_dT(k_F19_to_He4_N15_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 8.0_rt, 18.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 8.0_rt, 14.0_rt);
 
 
-        static_assert(scn_fac.z1 == 1.0_rt);
+        static_assert(scn_fac.z1 == 2.0_rt);
 
 
         actual_screen(pstate, scn_fac, scor, dscor_dt);
     }
 
 
-    ratraw = rate_eval.screened_rates(k_F19_to_p_O18);
-    rate_eval.screened_rates(k_F19_to_p_O18) *= scor;
+    ratraw = rate_eval.screened_rates(k_He4_O14_to_Ne18);
+    rate_eval.screened_rates(k_He4_O14_to_Ne18) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_F19_to_p_O18);
-        rate_eval.dscreened_rates_dT(k_F19_to_p_O18) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_O14_to_Ne18);
+        rate_eval.dscreened_rates_dT(k_He4_O14_to_Ne18) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_O18_to_F19);
-    rate_eval.screened_rates(k_p_O18_to_F19) *= scor;
+    ratraw = rate_eval.screened_rates(k_He4_O14_to_p_F17);
+    rate_eval.screened_rates(k_He4_O14_to_p_F17) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_O18_to_F19);
-        rate_eval.dscreened_rates_dT(k_p_O18_to_F19) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_O14_to_p_F17);
+        rate_eval.dscreened_rates_dT(k_He4_O14_to_p_F17) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_He4_N15_to_p_O18);
-    rate_eval.screened_rates(k_He4_N15_to_p_O18) *= scor;
+    ratraw = rate_eval.screened_rates(k_Ne18_to_He4_O14_derived);
+    rate_eval.screened_rates(k_Ne18_to_He4_O14_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_N15_to_p_O18);
-        rate_eval.dscreened_rates_dT(k_He4_N15_to_p_O18) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ne18_to_He4_O14_derived);
+        rate_eval.dscreened_rates_dT(k_Ne18_to_He4_O14_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_O18_to_He4_N15);
-    rate_eval.screened_rates(k_p_O18_to_He4_N15) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_F17_to_He4_O14_derived);
+    rate_eval.screened_rates(k_p_F17_to_He4_O14_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_O18_to_He4_N15);
-        rate_eval.dscreened_rates_dT(k_p_O18_to_He4_N15) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_F17_to_He4_O14_derived);
+        rate_eval.dscreened_rates_dT(k_p_F17_to_He4_O14_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 7.0_rt, 15.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 8.0_rt, 15.0_rt);
 
 
         static_assert(scn_fac.z1 == 2.0_rt);
@@ -415,23 +375,23 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_F19_to_He4_N15);
-    rate_eval.screened_rates(k_F19_to_He4_N15) *= scor;
+    ratraw = rate_eval.screened_rates(k_He4_O15_to_Ne19);
+    rate_eval.screened_rates(k_He4_O15_to_Ne19) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_F19_to_He4_N15);
-        rate_eval.dscreened_rates_dT(k_F19_to_He4_N15) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_O15_to_Ne19);
+        rate_eval.dscreened_rates_dT(k_He4_O15_to_Ne19) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_He4_N15_to_F19);
-    rate_eval.screened_rates(k_He4_N15_to_F19) *= scor;
+    ratraw = rate_eval.screened_rates(k_Ne19_to_He4_O15_derived);
+    rate_eval.screened_rates(k_Ne19_to_He4_O15_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_N15_to_F19);
-        rate_eval.dscreened_rates_dT(k_He4_N15_to_F19) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ne19_to_He4_O15_derived);
+        rate_eval.dscreened_rates_dT(k_Ne19_to_He4_O15_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 9.0_rt, 17.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 8.0_rt, 16.0_rt);
 
 
         static_assert(scn_fac.z1 == 1.0_rt);
@@ -441,23 +401,23 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_Ne18_to_p_F17);
-    rate_eval.screened_rates(k_Ne18_to_p_F17) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_O16_to_F17);
+    rate_eval.screened_rates(k_p_O16_to_F17) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ne18_to_p_F17);
-        rate_eval.dscreened_rates_dT(k_Ne18_to_p_F17) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_O16_to_F17);
+        rate_eval.dscreened_rates_dT(k_p_O16_to_F17) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_F17_to_Ne18);
-    rate_eval.screened_rates(k_p_F17_to_Ne18) *= scor;
+    ratraw = rate_eval.screened_rates(k_F17_to_p_O16_derived);
+    rate_eval.screened_rates(k_F17_to_p_O16_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_F17_to_Ne18);
-        rate_eval.dscreened_rates_dT(k_p_F17_to_Ne18) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_F17_to_p_O16_derived);
+        rate_eval.dscreened_rates_dT(k_F17_to_p_O16_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 8.0_rt, 14.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 8.0_rt, 16.0_rt);
 
 
         static_assert(scn_fac.z1 == 2.0_rt);
@@ -467,37 +427,23 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_Ne18_to_He4_O14);
-    rate_eval.screened_rates(k_Ne18_to_He4_O14) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ne18_to_He4_O14);
-        rate_eval.dscreened_rates_dT(k_Ne18_to_He4_O14) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-    ratraw = rate_eval.screened_rates(k_He4_O14_to_Ne18);
-    rate_eval.screened_rates(k_He4_O14_to_Ne18) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_O14_to_Ne18);
-        rate_eval.dscreened_rates_dT(k_He4_O14_to_Ne18) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-    ratraw = rate_eval.screened_rates(k_He4_O14_to_p_F17);
-    rate_eval.screened_rates(k_He4_O14_to_p_F17) *= scor;
+    ratraw = rate_eval.screened_rates(k_He4_O16_to_Ne20);
+    rate_eval.screened_rates(k_He4_O16_to_Ne20) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_O14_to_p_F17);
-        rate_eval.dscreened_rates_dT(k_He4_O14_to_p_F17) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_O16_to_Ne20);
+        rate_eval.dscreened_rates_dT(k_He4_O16_to_Ne20) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_F17_to_He4_O14);
-    rate_eval.screened_rates(k_p_F17_to_He4_O14) *= scor;
+    ratraw = rate_eval.screened_rates(k_Ne20_to_He4_O16_derived);
+    rate_eval.screened_rates(k_Ne20_to_He4_O16_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_F17_to_He4_O14);
-        rate_eval.dscreened_rates_dT(k_p_F17_to_He4_O14) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ne20_to_He4_O16_derived);
+        rate_eval.dscreened_rates_dT(k_Ne20_to_He4_O16_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 9.0_rt, 18.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 8.0_rt, 17.0_rt);
 
 
         static_assert(scn_fac.z1 == 1.0_rt);
@@ -507,37 +453,37 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_Ne19_to_p_F18);
-    rate_eval.screened_rates(k_Ne19_to_p_F18) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_O17_to_F18);
+    rate_eval.screened_rates(k_p_O17_to_F18) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ne19_to_p_F18);
-        rate_eval.dscreened_rates_dT(k_Ne19_to_p_F18) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_O17_to_F18);
+        rate_eval.dscreened_rates_dT(k_p_O17_to_F18) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_F18_to_Ne19);
-    rate_eval.screened_rates(k_p_F18_to_Ne19) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_O17_to_He4_N14);
+    rate_eval.screened_rates(k_p_O17_to_He4_N14) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_F18_to_Ne19);
-        rate_eval.dscreened_rates_dT(k_p_F18_to_Ne19) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_O17_to_He4_N14);
+        rate_eval.dscreened_rates_dT(k_p_O17_to_He4_N14) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_He4_O15_to_p_F18);
-    rate_eval.screened_rates(k_He4_O15_to_p_F18) *= scor;
+    ratraw = rate_eval.screened_rates(k_F18_to_p_O17_derived);
+    rate_eval.screened_rates(k_F18_to_p_O17_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_O15_to_p_F18);
-        rate_eval.dscreened_rates_dT(k_He4_O15_to_p_F18) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_F18_to_p_O17_derived);
+        rate_eval.dscreened_rates_dT(k_F18_to_p_O17_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_F18_to_He4_O15);
-    rate_eval.screened_rates(k_p_F18_to_He4_O15) *= scor;
+    ratraw = rate_eval.screened_rates(k_He4_N14_to_p_O17_derived);
+    rate_eval.screened_rates(k_He4_N14_to_p_O17_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_F18_to_He4_O15);
-        rate_eval.dscreened_rates_dT(k_p_F18_to_He4_O15) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_N14_to_p_O17_derived);
+        rate_eval.dscreened_rates_dT(k_He4_N14_to_p_O17_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 8.0_rt, 15.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 8.0_rt, 17.0_rt);
 
 
         static_assert(scn_fac.z1 == 2.0_rt);
@@ -547,23 +493,23 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_Ne19_to_He4_O15);
-    rate_eval.screened_rates(k_Ne19_to_He4_O15) *= scor;
+    ratraw = rate_eval.screened_rates(k_He4_O17_to_Ne21);
+    rate_eval.screened_rates(k_He4_O17_to_Ne21) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ne19_to_He4_O15);
-        rate_eval.dscreened_rates_dT(k_Ne19_to_He4_O15) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_O17_to_Ne21);
+        rate_eval.dscreened_rates_dT(k_He4_O17_to_Ne21) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_He4_O15_to_Ne19);
-    rate_eval.screened_rates(k_He4_O15_to_Ne19) *= scor;
+    ratraw = rate_eval.screened_rates(k_Ne21_to_He4_O17_derived);
+    rate_eval.screened_rates(k_Ne21_to_He4_O17_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_O15_to_Ne19);
-        rate_eval.dscreened_rates_dT(k_He4_O15_to_Ne19) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ne21_to_He4_O17_derived);
+        rate_eval.dscreened_rates_dT(k_Ne21_to_He4_O17_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 9.0_rt, 19.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 8.0_rt, 18.0_rt);
 
 
         static_assert(scn_fac.z1 == 1.0_rt);
@@ -573,150 +519,178 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_Ne20_to_p_F19);
-    rate_eval.screened_rates(k_Ne20_to_p_F19) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_O18_to_F19);
+    rate_eval.screened_rates(k_p_O18_to_F19) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ne20_to_p_F19);
-        rate_eval.dscreened_rates_dT(k_Ne20_to_p_F19) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_O18_to_F19);
+        rate_eval.dscreened_rates_dT(k_p_O18_to_F19) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_F19_to_Ne20);
-    rate_eval.screened_rates(k_p_F19_to_Ne20) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_O18_to_He4_N15);
+    rate_eval.screened_rates(k_p_O18_to_He4_N15) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_F19_to_Ne20);
-        rate_eval.dscreened_rates_dT(k_p_F19_to_Ne20) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_O18_to_He4_N15);
+        rate_eval.dscreened_rates_dT(k_p_O18_to_He4_N15) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_He4_O16_to_p_F19);
-    rate_eval.screened_rates(k_He4_O16_to_p_F19) *= scor;
+    ratraw = rate_eval.screened_rates(k_F19_to_p_O18_derived);
+    rate_eval.screened_rates(k_F19_to_p_O18_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_O16_to_p_F19);
-        rate_eval.dscreened_rates_dT(k_He4_O16_to_p_F19) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_F19_to_p_O18_derived);
+        rate_eval.dscreened_rates_dT(k_F19_to_p_O18_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_F19_to_He4_O16);
-    rate_eval.screened_rates(k_p_F19_to_He4_O16) *= scor;
+    ratraw = rate_eval.screened_rates(k_He4_N15_to_p_O18_derived);
+    rate_eval.screened_rates(k_He4_N15_to_p_O18_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_F19_to_He4_O16);
-        rate_eval.dscreened_rates_dT(k_p_F19_to_He4_O16) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_N15_to_p_O18_derived);
+        rate_eval.dscreened_rates_dT(k_He4_N15_to_p_O18_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 8.0_rt, 16.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 9.0_rt, 17.0_rt);
 
 
-        static_assert(scn_fac.z1 == 2.0_rt);
+        static_assert(scn_fac.z1 == 1.0_rt);
 
 
         actual_screen(pstate, scn_fac, scor, dscor_dt);
     }
 
 
-    ratraw = rate_eval.screened_rates(k_Ne20_to_He4_O16);
-    rate_eval.screened_rates(k_Ne20_to_He4_O16) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_F17_to_Ne18);
+    rate_eval.screened_rates(k_p_F17_to_Ne18) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ne20_to_He4_O16);
-        rate_eval.dscreened_rates_dT(k_Ne20_to_He4_O16) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_F17_to_Ne18);
+        rate_eval.dscreened_rates_dT(k_p_F17_to_Ne18) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_He4_O16_to_Ne20);
-    rate_eval.screened_rates(k_He4_O16_to_Ne20) *= scor;
+    ratraw = rate_eval.screened_rates(k_Ne18_to_p_F17_derived);
+    rate_eval.screened_rates(k_Ne18_to_p_F17_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_O16_to_Ne20);
-        rate_eval.dscreened_rates_dT(k_He4_O16_to_Ne20) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ne18_to_p_F17_derived);
+        rate_eval.dscreened_rates_dT(k_Ne18_to_p_F17_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 8.0_rt, 17.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 9.0_rt, 18.0_rt);
 
 
-        static_assert(scn_fac.z1 == 2.0_rt);
+        static_assert(scn_fac.z1 == 1.0_rt);
 
 
         actual_screen(pstate, scn_fac, scor, dscor_dt);
     }
 
 
-    ratraw = rate_eval.screened_rates(k_Ne21_to_He4_O17);
-    rate_eval.screened_rates(k_Ne21_to_He4_O17) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_F18_to_Ne19);
+    rate_eval.screened_rates(k_p_F18_to_Ne19) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ne21_to_He4_O17);
-        rate_eval.dscreened_rates_dT(k_Ne21_to_He4_O17) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_F18_to_Ne19);
+        rate_eval.dscreened_rates_dT(k_p_F18_to_Ne19) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_He4_O17_to_Ne21);
-    rate_eval.screened_rates(k_He4_O17_to_Ne21) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_F18_to_He4_O15);
+    rate_eval.screened_rates(k_p_F18_to_He4_O15) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_O17_to_Ne21);
-        rate_eval.dscreened_rates_dT(k_He4_O17_to_Ne21) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_F18_to_He4_O15);
+        rate_eval.dscreened_rates_dT(k_p_F18_to_He4_O15) = ratraw * dscor_dt + dratraw_dT * scor;
+    }
+
+    ratraw = rate_eval.screened_rates(k_Ne19_to_p_F18_derived);
+    rate_eval.screened_rates(k_Ne19_to_p_F18_derived) *= scor;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ne19_to_p_F18_derived);
+        rate_eval.dscreened_rates_dT(k_Ne19_to_p_F18_derived) = ratraw * dscor_dt + dratraw_dT * scor;
+    }
+
+    ratraw = rate_eval.screened_rates(k_He4_O15_to_p_F18_derived);
+    rate_eval.screened_rates(k_He4_O15_to_p_F18_derived) *= scor;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_O15_to_p_F18_derived);
+        rate_eval.dscreened_rates_dT(k_He4_O15_to_p_F18_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 10.0_rt, 21.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 9.0_rt, 18.0_rt);
 
 
-        static_assert(scn_fac.z1 == 1.0_rt);
+        static_assert(scn_fac.z1 == 2.0_rt);
 
 
         actual_screen(pstate, scn_fac, scor, dscor_dt);
     }
 
 
-    ratraw = rate_eval.screened_rates(k_Na22_to_p_Ne21);
-    rate_eval.screened_rates(k_Na22_to_p_Ne21) *= scor;
+    ratraw = rate_eval.screened_rates(k_He4_F18_to_Na22);
+    rate_eval.screened_rates(k_He4_F18_to_Na22) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Na22_to_p_Ne21);
-        rate_eval.dscreened_rates_dT(k_Na22_to_p_Ne21) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_F18_to_Na22);
+        rate_eval.dscreened_rates_dT(k_He4_F18_to_Na22) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_Ne21_to_Na22);
-    rate_eval.screened_rates(k_p_Ne21_to_Na22) *= scor;
+    ratraw = rate_eval.screened_rates(k_He4_F18_to_p_Ne21);
+    rate_eval.screened_rates(k_He4_F18_to_p_Ne21) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Ne21_to_Na22);
-        rate_eval.dscreened_rates_dT(k_p_Ne21_to_Na22) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_F18_to_p_Ne21);
+        rate_eval.dscreened_rates_dT(k_He4_F18_to_p_Ne21) = ratraw * dscor_dt + dratraw_dT * scor;
+    }
+
+    ratraw = rate_eval.screened_rates(k_Na22_to_He4_F18_derived);
+    rate_eval.screened_rates(k_Na22_to_He4_F18_derived) *= scor;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Na22_to_He4_F18_derived);
+        rate_eval.dscreened_rates_dT(k_Na22_to_He4_F18_derived) = ratraw * dscor_dt + dratraw_dT * scor;
+    }
+
+    ratraw = rate_eval.screened_rates(k_p_Ne21_to_He4_F18_derived);
+    rate_eval.screened_rates(k_p_Ne21_to_He4_F18_derived) *= scor;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Ne21_to_He4_F18_derived);
+        rate_eval.dscreened_rates_dT(k_p_Ne21_to_He4_F18_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 9.0_rt, 18.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 9.0_rt, 19.0_rt);
 
 
-        static_assert(scn_fac.z1 == 2.0_rt);
+        static_assert(scn_fac.z1 == 1.0_rt);
 
 
         actual_screen(pstate, scn_fac, scor, dscor_dt);
     }
 
 
-    ratraw = rate_eval.screened_rates(k_Na22_to_He4_F18);
-    rate_eval.screened_rates(k_Na22_to_He4_F18) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_F19_to_Ne20);
+    rate_eval.screened_rates(k_p_F19_to_Ne20) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Na22_to_He4_F18);
-        rate_eval.dscreened_rates_dT(k_Na22_to_He4_F18) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_F19_to_Ne20);
+        rate_eval.dscreened_rates_dT(k_p_F19_to_Ne20) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_He4_F18_to_Na22);
-    rate_eval.screened_rates(k_He4_F18_to_Na22) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_F19_to_He4_O16);
+    rate_eval.screened_rates(k_p_F19_to_He4_O16) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_F18_to_Na22);
-        rate_eval.dscreened_rates_dT(k_He4_F18_to_Na22) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_F19_to_He4_O16);
+        rate_eval.dscreened_rates_dT(k_p_F19_to_He4_O16) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_He4_F18_to_p_Ne21);
-    rate_eval.screened_rates(k_He4_F18_to_p_Ne21) *= scor;
+    ratraw = rate_eval.screened_rates(k_Ne20_to_p_F19_derived);
+    rate_eval.screened_rates(k_Ne20_to_p_F19_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_F18_to_p_Ne21);
-        rate_eval.dscreened_rates_dT(k_He4_F18_to_p_Ne21) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ne20_to_p_F19_derived);
+        rate_eval.dscreened_rates_dT(k_Ne20_to_p_F19_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_Ne21_to_He4_F18);
-    rate_eval.screened_rates(k_p_Ne21_to_He4_F18) *= scor;
+    ratraw = rate_eval.screened_rates(k_He4_O16_to_p_F19_derived);
+    rate_eval.screened_rates(k_He4_O16_to_p_F19_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Ne21_to_He4_F18);
-        rate_eval.dscreened_rates_dT(k_p_Ne21_to_He4_F18) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_O16_to_p_F19_derived);
+        rate_eval.dscreened_rates_dT(k_He4_O16_to_p_F19_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
@@ -731,13 +705,6 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_Na23_to_He4_F19);
-    rate_eval.screened_rates(k_Na23_to_He4_F19) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Na23_to_He4_F19);
-        rate_eval.dscreened_rates_dT(k_Na23_to_He4_F19) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
     ratraw = rate_eval.screened_rates(k_He4_F19_to_Na23);
     rate_eval.screened_rates(k_He4_F19_to_Na23) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
@@ -745,6 +712,13 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_He4_F19_to_Na23) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
+    ratraw = rate_eval.screened_rates(k_Na23_to_He4_F19_derived);
+    rate_eval.screened_rates(k_Na23_to_He4_F19_derived) *= scor;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Na23_to_He4_F19_derived);
+        rate_eval.dscreened_rates_dT(k_Na23_to_He4_F19_derived) = ratraw * dscor_dt + dratraw_dT * scor;
+    }
+
 
     {
         constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 10.0_rt, 18.0_rt);
@@ -757,13 +731,6 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_Mg22_to_He4_Ne18);
-    rate_eval.screened_rates(k_Mg22_to_He4_Ne18) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Mg22_to_He4_Ne18);
-        rate_eval.dscreened_rates_dT(k_Mg22_to_He4_Ne18) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
     ratraw = rate_eval.screened_rates(k_He4_Ne18_to_Mg22);
     rate_eval.screened_rates(k_He4_Ne18_to_Mg22) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
@@ -771,75 +738,68 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_He4_Ne18_to_Mg22) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
+    ratraw = rate_eval.screened_rates(k_Mg22_to_He4_Ne18_derived);
+    rate_eval.screened_rates(k_Mg22_to_He4_Ne18_derived) *= scor;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Mg22_to_He4_Ne18_derived);
+        rate_eval.dscreened_rates_dT(k_Mg22_to_He4_Ne18_derived) = ratraw * dscor_dt + dratraw_dT * scor;
+    }
+
 
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 11.0_rt, 23.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 10.0_rt, 20.0_rt);
 
 
-        static_assert(scn_fac.z1 == 1.0_rt);
+        static_assert(scn_fac.z1 == 2.0_rt);
 
 
         actual_screen(pstate, scn_fac, scor, dscor_dt);
     }
 
 
-    ratraw = rate_eval.screened_rates(k_Mg24_to_p_Na23);
-    rate_eval.screened_rates(k_Mg24_to_p_Na23) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Mg24_to_p_Na23);
-        rate_eval.dscreened_rates_dT(k_Mg24_to_p_Na23) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-    ratraw = rate_eval.screened_rates(k_p_Na23_to_Mg24);
-    rate_eval.screened_rates(k_p_Na23_to_Mg24) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Na23_to_Mg24);
-        rate_eval.dscreened_rates_dT(k_p_Na23_to_Mg24) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-    ratraw = rate_eval.screened_rates(k_He4_Ne20_to_p_Na23);
-    rate_eval.screened_rates(k_He4_Ne20_to_p_Na23) *= scor;
+    ratraw = rate_eval.screened_rates(k_He4_Ne20_to_Mg24);
+    rate_eval.screened_rates(k_He4_Ne20_to_Mg24) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Ne20_to_p_Na23);
-        rate_eval.dscreened_rates_dT(k_He4_Ne20_to_p_Na23) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Ne20_to_Mg24);
+        rate_eval.dscreened_rates_dT(k_He4_Ne20_to_Mg24) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_Na23_to_He4_Ne20);
-    rate_eval.screened_rates(k_p_Na23_to_He4_Ne20) *= scor;
+    ratraw = rate_eval.screened_rates(k_Mg24_to_He4_Ne20_derived);
+    rate_eval.screened_rates(k_Mg24_to_He4_Ne20_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Na23_to_He4_Ne20);
-        rate_eval.dscreened_rates_dT(k_p_Na23_to_He4_Ne20) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Mg24_to_He4_Ne20_derived);
+        rate_eval.dscreened_rates_dT(k_Mg24_to_He4_Ne20_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 10.0_rt, 20.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 10.0_rt, 21.0_rt);
 
 
-        static_assert(scn_fac.z1 == 2.0_rt);
+        static_assert(scn_fac.z1 == 1.0_rt);
 
 
         actual_screen(pstate, scn_fac, scor, dscor_dt);
     }
 
 
-    ratraw = rate_eval.screened_rates(k_Mg24_to_He4_Ne20);
-    rate_eval.screened_rates(k_Mg24_to_He4_Ne20) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_Ne21_to_Na22);
+    rate_eval.screened_rates(k_p_Ne21_to_Na22) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Mg24_to_He4_Ne20);
-        rate_eval.dscreened_rates_dT(k_Mg24_to_He4_Ne20) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Ne21_to_Na22);
+        rate_eval.dscreened_rates_dT(k_p_Ne21_to_Na22) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_He4_Ne20_to_Mg24);
-    rate_eval.screened_rates(k_He4_Ne20_to_Mg24) *= scor;
+    ratraw = rate_eval.screened_rates(k_Na22_to_p_Ne21_derived);
+    rate_eval.screened_rates(k_Na22_to_p_Ne21_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Ne20_to_Mg24);
-        rate_eval.dscreened_rates_dT(k_He4_Ne20_to_Mg24) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Na22_to_p_Ne21_derived);
+        rate_eval.dscreened_rates_dT(k_Na22_to_p_Ne21_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 13.0_rt, 27.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 11.0_rt, 23.0_rt);
 
 
         static_assert(scn_fac.z1 == 1.0_rt);
@@ -849,32 +809,32 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_Si28_to_p_Al27);
-    rate_eval.screened_rates(k_Si28_to_p_Al27) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_Na23_to_Mg24);
+    rate_eval.screened_rates(k_p_Na23_to_Mg24) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Si28_to_p_Al27);
-        rate_eval.dscreened_rates_dT(k_Si28_to_p_Al27) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Na23_to_Mg24);
+        rate_eval.dscreened_rates_dT(k_p_Na23_to_Mg24) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_Al27_to_Si28);
-    rate_eval.screened_rates(k_p_Al27_to_Si28) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_Na23_to_He4_Ne20);
+    rate_eval.screened_rates(k_p_Na23_to_He4_Ne20) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Al27_to_Si28);
-        rate_eval.dscreened_rates_dT(k_p_Al27_to_Si28) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Na23_to_He4_Ne20);
+        rate_eval.dscreened_rates_dT(k_p_Na23_to_He4_Ne20) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_He4_Mg24_to_p_Al27);
-    rate_eval.screened_rates(k_He4_Mg24_to_p_Al27) *= scor;
+    ratraw = rate_eval.screened_rates(k_Mg24_to_p_Na23_derived);
+    rate_eval.screened_rates(k_Mg24_to_p_Na23_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Mg24_to_p_Al27);
-        rate_eval.dscreened_rates_dT(k_He4_Mg24_to_p_Al27) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Mg24_to_p_Na23_derived);
+        rate_eval.dscreened_rates_dT(k_Mg24_to_p_Na23_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_Al27_to_He4_Mg24);
-    rate_eval.screened_rates(k_p_Al27_to_He4_Mg24) *= scor;
+    ratraw = rate_eval.screened_rates(k_He4_Ne20_to_p_Na23_derived);
+    rate_eval.screened_rates(k_He4_Ne20_to_p_Na23_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Al27_to_He4_Mg24);
-        rate_eval.dscreened_rates_dT(k_p_Al27_to_He4_Mg24) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Ne20_to_p_Na23_derived);
+        rate_eval.dscreened_rates_dT(k_He4_Ne20_to_p_Na23_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
@@ -889,13 +849,6 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_Si28_to_He4_Mg24);
-    rate_eval.screened_rates(k_Si28_to_He4_Mg24) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Si28_to_He4_Mg24);
-        rate_eval.dscreened_rates_dT(k_Si28_to_He4_Mg24) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
     ratraw = rate_eval.screened_rates(k_He4_Mg24_to_Si28);
     rate_eval.screened_rates(k_He4_Mg24_to_Si28) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
@@ -903,9 +856,16 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_He4_Mg24_to_Si28) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
+    ratraw = rate_eval.screened_rates(k_Si28_to_He4_Mg24_derived);
+    rate_eval.screened_rates(k_Si28_to_He4_Mg24_derived) *= scor;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Si28_to_He4_Mg24_derived);
+        rate_eval.dscreened_rates_dT(k_Si28_to_He4_Mg24_derived) = ratraw * dscor_dt + dratraw_dT * scor;
+    }
+
 
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 15.0_rt, 31.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 13.0_rt, 27.0_rt);
 
 
         static_assert(scn_fac.z1 == 1.0_rt);
@@ -915,32 +875,32 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_S32_to_p_P31);
-    rate_eval.screened_rates(k_S32_to_p_P31) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_Al27_to_Si28);
+    rate_eval.screened_rates(k_p_Al27_to_Si28) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_S32_to_p_P31);
-        rate_eval.dscreened_rates_dT(k_S32_to_p_P31) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Al27_to_Si28);
+        rate_eval.dscreened_rates_dT(k_p_Al27_to_Si28) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_P31_to_S32);
-    rate_eval.screened_rates(k_p_P31_to_S32) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_Al27_to_He4_Mg24);
+    rate_eval.screened_rates(k_p_Al27_to_He4_Mg24) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_P31_to_S32);
-        rate_eval.dscreened_rates_dT(k_p_P31_to_S32) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Al27_to_He4_Mg24);
+        rate_eval.dscreened_rates_dT(k_p_Al27_to_He4_Mg24) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_He4_Si28_to_p_P31);
-    rate_eval.screened_rates(k_He4_Si28_to_p_P31) *= scor;
+    ratraw = rate_eval.screened_rates(k_Si28_to_p_Al27_derived);
+    rate_eval.screened_rates(k_Si28_to_p_Al27_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Si28_to_p_P31);
-        rate_eval.dscreened_rates_dT(k_He4_Si28_to_p_P31) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Si28_to_p_Al27_derived);
+        rate_eval.dscreened_rates_dT(k_Si28_to_p_Al27_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_P31_to_He4_Si28);
-    rate_eval.screened_rates(k_p_P31_to_He4_Si28) *= scor;
+    ratraw = rate_eval.screened_rates(k_He4_Mg24_to_p_Al27_derived);
+    rate_eval.screened_rates(k_He4_Mg24_to_p_Al27_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_P31_to_He4_Si28);
-        rate_eval.dscreened_rates_dT(k_p_P31_to_He4_Si28) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Mg24_to_p_Al27_derived);
+        rate_eval.dscreened_rates_dT(k_He4_Mg24_to_p_Al27_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
@@ -955,13 +915,6 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_S32_to_He4_Si28);
-    rate_eval.screened_rates(k_S32_to_He4_Si28) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_S32_to_He4_Si28);
-        rate_eval.dscreened_rates_dT(k_S32_to_He4_Si28) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
     ratraw = rate_eval.screened_rates(k_He4_Si28_to_S32);
     rate_eval.screened_rates(k_He4_Si28_to_S32) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
@@ -969,43 +922,51 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_He4_Si28_to_S32) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
+    ratraw = rate_eval.screened_rates(k_S32_to_He4_Si28_derived);
+    rate_eval.screened_rates(k_S32_to_He4_Si28_derived) *= scor;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_S32_to_He4_Si28_derived);
+        rate_eval.dscreened_rates_dT(k_S32_to_He4_Si28_derived) = ratraw * dscor_dt + dratraw_dT * scor;
+    }
+
 
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 2.0_rt, 4.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 15.0_rt, 31.0_rt);
 
 
-        static_assert(scn_fac.z1 == 2.0_rt);
+        static_assert(scn_fac.z1 == 1.0_rt);
 
 
         actual_screen(pstate, scn_fac, scor, dscor_dt);
     }
 
 
-
-    {
-        constexpr auto scn_fac2 = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 4.0_rt, 8.0_rt);
-
-
-        static_assert(scn_fac2.z1 == 2.0_rt);
-
-
-        actual_screen(pstate, scn_fac2, scor2, dscor2_dt);
-
+    ratraw = rate_eval.screened_rates(k_p_P31_to_S32);
+    rate_eval.screened_rates(k_p_P31_to_S32) *= scor;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_P31_to_S32);
+        rate_eval.dscreened_rates_dT(k_p_P31_to_S32) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
+    ratraw = rate_eval.screened_rates(k_p_P31_to_He4_Si28);
+    rate_eval.screened_rates(k_p_P31_to_He4_Si28) *= scor;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_P31_to_He4_Si28);
+        rate_eval.dscreened_rates_dT(k_p_P31_to_He4_Si28) = ratraw * dscor_dt + dratraw_dT * scor;
+    }
 
-    ratraw = rate_eval.screened_rates(k_C12_to_He4_He4_He4);
-    rate_eval.screened_rates(k_C12_to_He4_He4_He4) *= scor * scor2;
+    ratraw = rate_eval.screened_rates(k_S32_to_p_P31_derived);
+    rate_eval.screened_rates(k_S32_to_p_P31_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_C12_to_He4_He4_He4);
-        rate_eval.dscreened_rates_dT(k_C12_to_He4_He4_He4) = ratraw * (scor * dscor2_dt + dscor_dt * scor2) + dratraw_dT * scor * scor2;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_S32_to_p_P31_derived);
+        rate_eval.dscreened_rates_dT(k_S32_to_p_P31_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_He4_He4_He4_to_C12);
-    rate_eval.screened_rates(k_He4_He4_He4_to_C12) *= scor * scor2;
+    ratraw = rate_eval.screened_rates(k_He4_Si28_to_p_P31_derived);
+    rate_eval.screened_rates(k_He4_Si28_to_p_P31_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_He4_He4_to_C12);
-        rate_eval.dscreened_rates_dT(k_He4_He4_He4_to_C12) = ratraw * (scor * dscor2_dt + dscor_dt * scor2) + dratraw_dT * scor * scor2;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Si28_to_p_P31_derived);
+        rate_eval.dscreened_rates_dT(k_He4_Si28_to_p_P31_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
@@ -1060,11 +1021,11 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_He4_N13_to_p_O16) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_O16_to_He4_N13);
-    rate_eval.screened_rates(k_p_O16_to_He4_N13) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_O16_to_He4_N13_derived);
+    rate_eval.screened_rates(k_p_O16_to_He4_N13_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_O16_to_He4_N13);
-        rate_eval.dscreened_rates_dT(k_p_O16_to_He4_N13) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_O16_to_He4_N13_derived);
+        rate_eval.dscreened_rates_dT(k_p_O16_to_He4_N13_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
@@ -1135,7 +1096,7 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
 
 
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 9.0_rt, 17.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 10.0_rt, 19.0_rt);
 
 
         static_assert(scn_fac.z1 == 2.0_rt);
@@ -1145,13 +1106,32 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_He4_F17_to_p_Ne20);
-    rate_eval.screened_rates(k_He4_F17_to_p_Ne20) *= scor;
+    ratraw = rate_eval.screened_rates(k_He4_Ne19_to_p_Na22);
+    rate_eval.screened_rates(k_He4_Ne19_to_p_Na22) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_F17_to_p_Ne20);
-        rate_eval.dscreened_rates_dT(k_He4_F17_to_p_Ne20) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Ne19_to_p_Na22);
+        rate_eval.dscreened_rates_dT(k_He4_Ne19_to_p_Na22) = ratraw * dscor_dt + dratraw_dT * scor;
+    }
+
+    ratraw = rate_eval.screened_rates(k_p_Na22_to_He4_Ne19_derived);
+    rate_eval.screened_rates(k_p_Na22_to_He4_Ne19_derived) *= scor;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Na22_to_He4_Ne19_derived);
+        rate_eval.dscreened_rates_dT(k_p_Na22_to_He4_Ne19_derived) = ratraw * dscor_dt + dratraw_dT * scor;
+    }
+
+
+    {
+        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 9.0_rt, 17.0_rt);
+
+
+        static_assert(scn_fac.z1 == 2.0_rt);
+
+
+        actual_screen(pstate, scn_fac, scor, dscor_dt);
     }
 
+
     ratraw = rate_eval.screened_rates(k_p_Ne20_to_He4_F17);
     rate_eval.screened_rates(k_p_Ne20_to_He4_F17) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
@@ -1159,9 +1139,16 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_p_Ne20_to_He4_F17) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
+    ratraw = rate_eval.screened_rates(k_He4_F17_to_p_Ne20_derived);
+    rate_eval.screened_rates(k_He4_F17_to_p_Ne20_derived) *= scor;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_F17_to_p_Ne20_derived);
+        rate_eval.dscreened_rates_dT(k_He4_F17_to_p_Ne20_derived) = ratraw * dscor_dt + dratraw_dT * scor;
+    }
+
 
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 10.0_rt, 19.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 2.0_rt, 4.0_rt);
 
 
         static_assert(scn_fac.z1 == 2.0_rt);
@@ -1171,18 +1158,31 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_He4_Ne19_to_p_Na22);
-    rate_eval.screened_rates(k_He4_Ne19_to_p_Na22) *= scor;
+
+    {
+        constexpr auto scn_fac2 = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 4.0_rt, 8.0_rt);
+
+
+        static_assert(scn_fac2.z1 == 2.0_rt);
+
+
+        actual_screen(pstate, scn_fac2, scor2, dscor2_dt);
+
+    }
+
+
+    ratraw = rate_eval.screened_rates(k_He4_He4_He4_to_C12);
+    rate_eval.screened_rates(k_He4_He4_He4_to_C12) *= scor * scor2;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Ne19_to_p_Na22);
-        rate_eval.dscreened_rates_dT(k_He4_Ne19_to_p_Na22) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_He4_He4_to_C12);
+        rate_eval.dscreened_rates_dT(k_He4_He4_He4_to_C12) = ratraw * (scor * dscor2_dt + dscor_dt * scor2) + dratraw_dT * scor * scor2;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_Na22_to_He4_Ne19);
-    rate_eval.screened_rates(k_p_Na22_to_He4_Ne19) *= scor;
+    ratraw = rate_eval.screened_rates(k_C12_to_He4_He4_He4_derived);
+    rate_eval.screened_rates(k_C12_to_He4_He4_He4_derived) *= scor * scor2;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Na22_to_He4_Ne19);
-        rate_eval.dscreened_rates_dT(k_p_Na22_to_He4_Ne19) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_C12_to_He4_He4_He4_derived);
+        rate_eval.dscreened_rates_dT(k_C12_to_He4_He4_He4_derived) = ratraw * (scor * dscor2_dt + dscor_dt * scor2) + dratraw_dT * scor * scor2;
     }
 
 
@@ -1204,11 +1204,11 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_He4_S32_to_Ar36_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_Ar36_to_He4_S32_removed);
-    rate_eval.screened_rates(k_Ar36_to_He4_S32_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_Ar36_to_He4_S32_derived_removed);
+    rate_eval.screened_rates(k_Ar36_to_He4_S32_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ar36_to_He4_S32_removed);
-        rate_eval.dscreened_rates_dT(k_Ar36_to_He4_S32_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ar36_to_He4_S32_derived_removed);
+        rate_eval.dscreened_rates_dT(k_Ar36_to_He4_S32_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
@@ -1223,11 +1223,11 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_He4_S32_to_p_Cl35_removed);
-    rate_eval.screened_rates(k_He4_S32_to_p_Cl35_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_He4_S32_to_p_Cl35_derived_removed);
+    rate_eval.screened_rates(k_He4_S32_to_p_Cl35_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_S32_to_p_Cl35_removed);
-        rate_eval.dscreened_rates_dT(k_He4_S32_to_p_Cl35_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_S32_to_p_Cl35_derived_removed);
+        rate_eval.dscreened_rates_dT(k_He4_S32_to_p_Cl35_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
     ratraw = rate_eval.screened_rates(k_p_Cl35_to_Ar36_removed);
@@ -1237,11 +1237,11 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_p_Cl35_to_Ar36_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_Ar36_to_p_Cl35_removed);
-    rate_eval.screened_rates(k_Ar36_to_p_Cl35_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_Ar36_to_p_Cl35_derived_removed);
+    rate_eval.screened_rates(k_Ar36_to_p_Cl35_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ar36_to_p_Cl35_removed);
-        rate_eval.dscreened_rates_dT(k_Ar36_to_p_Cl35_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ar36_to_p_Cl35_derived_removed);
+        rate_eval.dscreened_rates_dT(k_Ar36_to_p_Cl35_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
     ratraw = rate_eval.screened_rates(k_p_Cl35_to_He4_S32_removed);
@@ -1270,11 +1270,11 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_He4_Ar36_to_Ca40_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_Ca40_to_He4_Ar36_removed);
-    rate_eval.screened_rates(k_Ca40_to_He4_Ar36_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_Ca40_to_He4_Ar36_derived_removed);
+    rate_eval.screened_rates(k_Ca40_to_He4_Ar36_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ca40_to_He4_Ar36_removed);
-        rate_eval.dscreened_rates_dT(k_Ca40_to_He4_Ar36_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ca40_to_He4_Ar36_derived_removed);
+        rate_eval.dscreened_rates_dT(k_Ca40_to_He4_Ar36_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
@@ -1289,11 +1289,11 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_He4_Ar36_to_p_K39_removed);
-    rate_eval.screened_rates(k_He4_Ar36_to_p_K39_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_He4_Ar36_to_p_K39_derived_removed);
+    rate_eval.screened_rates(k_He4_Ar36_to_p_K39_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Ar36_to_p_K39_removed);
-        rate_eval.dscreened_rates_dT(k_He4_Ar36_to_p_K39_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Ar36_to_p_K39_derived_removed);
+        rate_eval.dscreened_rates_dT(k_He4_Ar36_to_p_K39_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
     ratraw = rate_eval.screened_rates(k_p_K39_to_Ca40_removed);
@@ -1303,11 +1303,11 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_p_K39_to_Ca40_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_Ca40_to_p_K39_removed);
-    rate_eval.screened_rates(k_Ca40_to_p_K39_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_Ca40_to_p_K39_derived_removed);
+    rate_eval.screened_rates(k_Ca40_to_p_K39_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ca40_to_p_K39_removed);
-        rate_eval.dscreened_rates_dT(k_Ca40_to_p_K39_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ca40_to_p_K39_derived_removed);
+        rate_eval.dscreened_rates_dT(k_Ca40_to_p_K39_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
     ratraw = rate_eval.screened_rates(k_p_K39_to_He4_Ar36_removed);
@@ -1336,11 +1336,11 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_He4_Ca40_to_Ti44_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_Ti44_to_He4_Ca40_removed);
-    rate_eval.screened_rates(k_Ti44_to_He4_Ca40_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_Ti44_to_He4_Ca40_derived_removed);
+    rate_eval.screened_rates(k_Ti44_to_He4_Ca40_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ti44_to_He4_Ca40_removed);
-        rate_eval.dscreened_rates_dT(k_Ti44_to_He4_Ca40_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ti44_to_He4_Ca40_derived_removed);
+        rate_eval.dscreened_rates_dT(k_Ti44_to_He4_Ca40_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
@@ -1355,11 +1355,11 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_He4_Ca40_to_p_Sc43_removed);
-    rate_eval.screened_rates(k_He4_Ca40_to_p_Sc43_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_He4_Ca40_to_p_Sc43_derived_removed);
+    rate_eval.screened_rates(k_He4_Ca40_to_p_Sc43_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Ca40_to_p_Sc43_removed);
-        rate_eval.dscreened_rates_dT(k_He4_Ca40_to_p_Sc43_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Ca40_to_p_Sc43_derived_removed);
+        rate_eval.dscreened_rates_dT(k_He4_Ca40_to_p_Sc43_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
     ratraw = rate_eval.screened_rates(k_p_Sc43_to_Ti44_removed);
@@ -1369,11 +1369,11 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_p_Sc43_to_Ti44_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_Ti44_to_p_Sc43_removed);
-    rate_eval.screened_rates(k_Ti44_to_p_Sc43_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_Ti44_to_p_Sc43_derived_removed);
+    rate_eval.screened_rates(k_Ti44_to_p_Sc43_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ti44_to_p_Sc43_removed);
-        rate_eval.dscreened_rates_dT(k_Ti44_to_p_Sc43_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ti44_to_p_Sc43_derived_removed);
+        rate_eval.dscreened_rates_dT(k_Ti44_to_p_Sc43_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
     ratraw = rate_eval.screened_rates(k_p_Sc43_to_He4_Ca40_removed);
@@ -1402,11 +1402,11 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_He4_Ti44_to_Cr48_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_Cr48_to_He4_Ti44_removed);
-    rate_eval.screened_rates(k_Cr48_to_He4_Ti44_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_Cr48_to_He4_Ti44_derived_removed);
+    rate_eval.screened_rates(k_Cr48_to_He4_Ti44_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Cr48_to_He4_Ti44_removed);
-        rate_eval.dscreened_rates_dT(k_Cr48_to_He4_Ti44_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Cr48_to_He4_Ti44_derived_removed);
+        rate_eval.dscreened_rates_dT(k_Cr48_to_He4_Ti44_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
@@ -1435,18 +1435,18 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_p_V47_to_Cr48_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_Cr48_to_p_V47_removed);
-    rate_eval.screened_rates(k_Cr48_to_p_V47_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_Cr48_to_p_V47_derived_removed);
+    rate_eval.screened_rates(k_Cr48_to_p_V47_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Cr48_to_p_V47_removed);
-        rate_eval.dscreened_rates_dT(k_Cr48_to_p_V47_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Cr48_to_p_V47_derived_removed);
+        rate_eval.dscreened_rates_dT(k_Cr48_to_p_V47_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_V47_to_He4_Ti44_removed);
-    rate_eval.screened_rates(k_p_V47_to_He4_Ti44_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_V47_to_He4_Ti44_derived_removed);
+    rate_eval.screened_rates(k_p_V47_to_He4_Ti44_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_V47_to_He4_Ti44_removed);
-        rate_eval.dscreened_rates_dT(k_p_V47_to_He4_Ti44_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_V47_to_He4_Ti44_derived_removed);
+        rate_eval.dscreened_rates_dT(k_p_V47_to_He4_Ti44_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
@@ -1475,18 +1475,18 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_He4_Cr48_to_p_Mn51_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_Fe52_to_He4_Cr48_removed);
-    rate_eval.screened_rates(k_Fe52_to_He4_Cr48_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_Fe52_to_He4_Cr48_derived_removed);
+    rate_eval.screened_rates(k_Fe52_to_He4_Cr48_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Fe52_to_He4_Cr48_removed);
-        rate_eval.dscreened_rates_dT(k_Fe52_to_He4_Cr48_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Fe52_to_He4_Cr48_derived_removed);
+        rate_eval.dscreened_rates_dT(k_Fe52_to_He4_Cr48_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_Mn51_to_He4_Cr48_removed);
-    rate_eval.screened_rates(k_p_Mn51_to_He4_Cr48_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_Mn51_to_He4_Cr48_derived_removed);
+    rate_eval.screened_rates(k_p_Mn51_to_He4_Cr48_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Mn51_to_He4_Cr48_removed);
-        rate_eval.dscreened_rates_dT(k_p_Mn51_to_He4_Cr48_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Mn51_to_He4_Cr48_derived_removed);
+        rate_eval.dscreened_rates_dT(k_p_Mn51_to_He4_Cr48_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
@@ -1508,11 +1508,11 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_p_Mn51_to_Fe52_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_Fe52_to_p_Mn51_removed);
-    rate_eval.screened_rates(k_Fe52_to_p_Mn51_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_Fe52_to_p_Mn51_derived_removed);
+    rate_eval.screened_rates(k_Fe52_to_p_Mn51_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Fe52_to_p_Mn51_removed);
-        rate_eval.dscreened_rates_dT(k_Fe52_to_p_Mn51_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Fe52_to_p_Mn51_derived_removed);
+        rate_eval.dscreened_rates_dT(k_Fe52_to_p_Mn51_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
@@ -1541,18 +1541,18 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_He4_Fe52_to_p_Co55_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_Ni56_to_He4_Fe52_removed);
-    rate_eval.screened_rates(k_Ni56_to_He4_Fe52_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_Ni56_to_He4_Fe52_derived_removed);
+    rate_eval.screened_rates(k_Ni56_to_He4_Fe52_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ni56_to_He4_Fe52_removed);
-        rate_eval.dscreened_rates_dT(k_Ni56_to_He4_Fe52_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ni56_to_He4_Fe52_derived_removed);
+        rate_eval.dscreened_rates_dT(k_Ni56_to_He4_Fe52_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_Co55_to_He4_Fe52_removed);
-    rate_eval.screened_rates(k_p_Co55_to_He4_Fe52_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_Co55_to_He4_Fe52_derived_removed);
+    rate_eval.screened_rates(k_p_Co55_to_He4_Fe52_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Co55_to_He4_Fe52_removed);
-        rate_eval.dscreened_rates_dT(k_p_Co55_to_He4_Fe52_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Co55_to_He4_Fe52_derived_removed);
+        rate_eval.dscreened_rates_dT(k_p_Co55_to_He4_Fe52_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
@@ -1574,11 +1574,11 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_p_Co55_to_Ni56_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_Ni56_to_p_Co55_removed);
-    rate_eval.screened_rates(k_Ni56_to_p_Co55_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_Ni56_to_p_Co55_derived_removed);
+    rate_eval.screened_rates(k_Ni56_to_p_Co55_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ni56_to_p_Co55_removed);
-        rate_eval.dscreened_rates_dT(k_Ni56_to_p_Co55_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ni56_to_p_Co55_derived_removed);
+        rate_eval.dscreened_rates_dT(k_Ni56_to_p_Co55_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
@@ -1704,69 +1704,69 @@ void rhs_nuc(const burn_t& state,
     using namespace Rates;
 
     ydot_nuc(H1) =
-        (-screened_rates(k_p_C12_to_N13)*Y(C12)*Y(H1)*state.rho + screened_rates(k_N13_to_p_C12)*Y(N13)) +
-        (-screened_rates(k_p_C13_to_N14)*Y(C13)*Y(H1)*state.rho + screened_rates(k_N14_to_p_C13)*Y(N14)) +
-        (-screened_rates(k_p_N13_to_O14)*Y(N13)*Y(H1)*state.rho + screened_rates(k_O14_to_p_N13)*Y(O14)) +
-        (-screened_rates(k_p_N14_to_O15)*Y(N14)*Y(H1)*state.rho + screened_rates(k_O15_to_p_N14)*Y(O15)) +
-        (-screened_rates(k_p_N15_to_O16)*Y(N15)*Y(H1)*state.rho + screened_rates(k_O16_to_p_N15)*Y(O16)) +
-        (-screened_rates(k_p_O16_to_F17)*Y(O16)*Y(H1)*state.rho + screened_rates(k_F17_to_p_O16)*Y(F17)) +
-        (-screened_rates(k_p_O17_to_F18)*Y(O17)*Y(H1)*state.rho + screened_rates(k_F18_to_p_O17)*Y(F18)) +
-        (-screened_rates(k_p_O18_to_F19)*Y(O18)*Y(H1)*state.rho + screened_rates(k_F19_to_p_O18)*Y(F19)) +
-        (-screened_rates(k_p_F17_to_Ne18)*Y(F17)*Y(H1)*state.rho + screened_rates(k_Ne18_to_p_F17)*Y(Ne18)) +
-        (-screened_rates(k_p_F18_to_Ne19)*Y(F18)*Y(H1)*state.rho + screened_rates(k_Ne19_to_p_F18)*Y(Ne19)) +
-        (-screened_rates(k_p_F19_to_Ne20)*Y(F19)*Y(H1)*state.rho + screened_rates(k_Ne20_to_p_F19)*Y(Ne20)) +
-        (-screened_rates(k_p_Ne21_to_Na22)*Y(Ne21)*Y(H1)*state.rho + screened_rates(k_Na22_to_p_Ne21)*Y(Na22)) +
-        (-screened_rates(k_p_Na23_to_Mg24)*Y(Na23)*Y(H1)*state.rho + screened_rates(k_Mg24_to_p_Na23)*Y(Mg24)) +
-        (-screened_rates(k_p_Al27_to_Si28)*Y(Al27)*Y(H1)*state.rho + screened_rates(k_Si28_to_p_Al27)*Y(Si28)) +
-        (-screened_rates(k_p_P31_to_S32)*Y(P31)*Y(H1)*state.rho + screened_rates(k_S32_to_p_P31)*Y(S32)) +
+        (-screened_rates(k_p_C12_to_N13)*Y(C12)*Y(H1)*state.rho + screened_rates(k_N13_to_p_C12_derived)*Y(N13)) +
+        (-screened_rates(k_p_C13_to_N14)*Y(C13)*Y(H1)*state.rho + screened_rates(k_N14_to_p_C13_derived)*Y(N14)) +
+        (-screened_rates(k_p_N13_to_O14)*Y(N13)*Y(H1)*state.rho + screened_rates(k_O14_to_p_N13_derived)*Y(O14)) +
+        (-screened_rates(k_p_N14_to_O15)*Y(N14)*Y(H1)*state.rho + screened_rates(k_O15_to_p_N14_derived)*Y(O15)) +
+        (-screened_rates(k_p_N15_to_O16)*Y(N15)*Y(H1)*state.rho + screened_rates(k_O16_to_p_N15_derived)*Y(O16)) +
+        (-screened_rates(k_p_O16_to_F17)*Y(O16)*Y(H1)*state.rho + screened_rates(k_F17_to_p_O16_derived)*Y(F17)) +
+        (-screened_rates(k_p_O17_to_F18)*Y(O17)*Y(H1)*state.rho + screened_rates(k_F18_to_p_O17_derived)*Y(F18)) +
+        (-screened_rates(k_p_O18_to_F19)*Y(O18)*Y(H1)*state.rho + screened_rates(k_F19_to_p_O18_derived)*Y(F19)) +
+        (-screened_rates(k_p_F17_to_Ne18)*Y(F17)*Y(H1)*state.rho + screened_rates(k_Ne18_to_p_F17_derived)*Y(Ne18)) +
+        (-screened_rates(k_p_F18_to_Ne19)*Y(F18)*Y(H1)*state.rho + screened_rates(k_Ne19_to_p_F18_derived)*Y(Ne19)) +
+        (-screened_rates(k_p_F19_to_Ne20)*Y(F19)*Y(H1)*state.rho + screened_rates(k_Ne20_to_p_F19_derived)*Y(Ne20)) +
+        (-screened_rates(k_p_Ne21_to_Na22)*Y(Ne21)*Y(H1)*state.rho + screened_rates(k_Na22_to_p_Ne21_derived)*Y(Na22)) +
+        (-screened_rates(k_p_Na23_to_Mg24)*Y(Na23)*Y(H1)*state.rho + screened_rates(k_Mg24_to_p_Na23_derived)*Y(Mg24)) +
+        (-screened_rates(k_p_Al27_to_Si28)*Y(Al27)*Y(H1)*state.rho + screened_rates(k_Si28_to_p_Al27_derived)*Y(Si28)) +
+        (-screened_rates(k_p_P31_to_S32)*Y(P31)*Y(H1)*state.rho + screened_rates(k_S32_to_p_P31_derived)*Y(S32)) +
         0.5*screened_rates(k_C12_C12_to_p_Na23)*amrex::Math::powi<2>(Y(C12))*state.rho +
-        (screened_rates(k_He4_N13_to_p_O16)*Y(He4)*Y(N13)*state.rho + -screened_rates(k_p_O16_to_He4_N13)*Y(O16)*Y(H1)*state.rho) +
-        (-screened_rates(k_p_N15_to_He4_C12)*Y(N15)*Y(H1)*state.rho + screened_rates(k_He4_C12_to_p_N15)*Y(C12)*Y(He4)*state.rho) +
-        (screened_rates(k_He4_O14_to_p_F17)*Y(He4)*Y(O14)*state.rho + -screened_rates(k_p_F17_to_He4_O14)*Y(F17)*Y(H1)*state.rho) +
+        (screened_rates(k_He4_N13_to_p_O16)*Y(He4)*Y(N13)*state.rho + -screened_rates(k_p_O16_to_He4_N13_derived)*Y(O16)*Y(H1)*state.rho) +
+        (-screened_rates(k_p_N15_to_He4_C12)*Y(N15)*Y(H1)*state.rho + screened_rates(k_He4_C12_to_p_N15_derived)*Y(C12)*Y(He4)*state.rho) +
+        (screened_rates(k_He4_O14_to_p_F17)*Y(He4)*Y(O14)*state.rho + -screened_rates(k_p_F17_to_He4_O14_derived)*Y(F17)*Y(H1)*state.rho) +
         screened_rates(k_C12_O16_to_p_Al27)*Y(C12)*Y(O16)*state.rho +
         0.5*screened_rates(k_O16_O16_to_p_P31)*amrex::Math::powi<2>(Y(O16))*state.rho +
-        (-screened_rates(k_p_O17_to_He4_N14)*Y(O17)*Y(H1)*state.rho + screened_rates(k_He4_N14_to_p_O17)*Y(He4)*Y(N14)*state.rho) +
-        (-screened_rates(k_p_O18_to_He4_N15)*Y(O18)*Y(H1)*state.rho + screened_rates(k_He4_N15_to_p_O18)*Y(He4)*Y(N15)*state.rho) +
-        (screened_rates(k_He4_F17_to_p_Ne20)*Y(F17)*Y(He4)*state.rho + -screened_rates(k_p_Ne20_to_He4_F17)*Y(Ne20)*Y(H1)*state.rho) +
-        (-screened_rates(k_p_F18_to_He4_O15)*Y(F18)*Y(H1)*state.rho + screened_rates(k_He4_O15_to_p_F18)*Y(He4)*Y(O15)*state.rho) +
-        (screened_rates(k_He4_F18_to_p_Ne21)*Y(F18)*Y(He4)*state.rho + -screened_rates(k_p_Ne21_to_He4_F18)*Y(Ne21)*Y(H1)*state.rho) +
-        (-screened_rates(k_p_F19_to_He4_O16)*Y(F19)*Y(H1)*state.rho + screened_rates(k_He4_O16_to_p_F19)*Y(He4)*Y(O16)*state.rho) +
-        (screened_rates(k_He4_Ne19_to_p_Na22)*Y(He4)*Y(Ne19)*state.rho + -screened_rates(k_p_Na22_to_He4_Ne19)*Y(Na22)*Y(H1)*state.rho) +
-        (-screened_rates(k_p_Na23_to_He4_Ne20)*Y(Na23)*Y(H1)*state.rho + screened_rates(k_He4_Ne20_to_p_Na23)*Y(He4)*Y(Ne20)*state.rho) +
-        (-screened_rates(k_p_Al27_to_He4_Mg24)*Y(Al27)*Y(H1)*state.rho + screened_rates(k_He4_Mg24_to_p_Al27)*Y(He4)*Y(Mg24)*state.rho) +
-        (-screened_rates(k_p_P31_to_He4_Si28)*Y(P31)*Y(H1)*state.rho + screened_rates(k_He4_Si28_to_p_P31)*Y(He4)*Y(Si28)*state.rho);
+        (-screened_rates(k_p_O17_to_He4_N14)*Y(O17)*Y(H1)*state.rho + screened_rates(k_He4_N14_to_p_O17_derived)*Y(He4)*Y(N14)*state.rho) +
+        (-screened_rates(k_p_O18_to_He4_N15)*Y(O18)*Y(H1)*state.rho + screened_rates(k_He4_N15_to_p_O18_derived)*Y(He4)*Y(N15)*state.rho) +
+        (-screened_rates(k_p_F18_to_He4_O15)*Y(F18)*Y(H1)*state.rho + screened_rates(k_He4_O15_to_p_F18_derived)*Y(He4)*Y(O15)*state.rho) +
+        (screened_rates(k_He4_F18_to_p_Ne21)*Y(F18)*Y(He4)*state.rho + -screened_rates(k_p_Ne21_to_He4_F18_derived)*Y(Ne21)*Y(H1)*state.rho) +
+        (-screened_rates(k_p_F19_to_He4_O16)*Y(F19)*Y(H1)*state.rho + screened_rates(k_He4_O16_to_p_F19_derived)*Y(He4)*Y(O16)*state.rho) +
+        (screened_rates(k_He4_Ne19_to_p_Na22)*Y(He4)*Y(Ne19)*state.rho + -screened_rates(k_p_Na22_to_He4_Ne19_derived)*Y(Na22)*Y(H1)*state.rho) +
+        (-screened_rates(k_p_Na23_to_He4_Ne20)*Y(Na23)*Y(H1)*state.rho + screened_rates(k_He4_Ne20_to_p_Na23_derived)*Y(He4)*Y(Ne20)*state.rho) +
+        (-screened_rates(k_p_Al27_to_He4_Mg24)*Y(Al27)*Y(H1)*state.rho + screened_rates(k_He4_Mg24_to_p_Al27_derived)*Y(He4)*Y(Mg24)*state.rho) +
+        (-screened_rates(k_p_P31_to_He4_Si28)*Y(P31)*Y(H1)*state.rho + screened_rates(k_He4_Si28_to_p_P31_derived)*Y(He4)*Y(Si28)*state.rho) +
+        (screened_rates(k_He4_F17_to_p_Ne20_derived)*Y(F17)*Y(He4)*state.rho + -screened_rates(k_p_Ne20_to_He4_F17)*Y(Ne20)*Y(H1)*state.rho);
 
     ydot_nuc(He4) =
-        (-screened_rates(k_He4_C12_to_O16)*Y(C12)*Y(He4)*state.rho + screened_rates(k_O16_to_He4_C12)*Y(O16)) +
-        (-screened_rates(k_He4_N14_to_F18)*Y(He4)*Y(N14)*state.rho + screened_rates(k_F18_to_He4_N14)*Y(F18)) +
-        (-screened_rates(k_He4_N15_to_F19)*Y(He4)*Y(N15)*state.rho + screened_rates(k_F19_to_He4_N15)*Y(F19)) +
-        (-screened_rates(k_He4_O14_to_Ne18)*Y(He4)*Y(O14)*state.rho + screened_rates(k_Ne18_to_He4_O14)*Y(Ne18)) +
-        (-screened_rates(k_He4_O15_to_Ne19)*Y(He4)*Y(O15)*state.rho + screened_rates(k_Ne19_to_He4_O15)*Y(Ne19)) +
-        (-screened_rates(k_He4_O16_to_Ne20)*Y(He4)*Y(O16)*state.rho + screened_rates(k_Ne20_to_He4_O16)*Y(Ne20)) +
-        (-screened_rates(k_He4_O17_to_Ne21)*Y(He4)*Y(O17)*state.rho + screened_rates(k_Ne21_to_He4_O17)*Y(Ne21)) +
-        (-screened_rates(k_He4_F18_to_Na22)*Y(F18)*Y(He4)*state.rho + screened_rates(k_Na22_to_He4_F18)*Y(Na22)) +
-        (-screened_rates(k_He4_F19_to_Na23)*Y(F19)*Y(He4)*state.rho + screened_rates(k_Na23_to_He4_F19)*Y(Na23)) +
-        (-screened_rates(k_He4_Ne18_to_Mg22)*Y(He4)*Y(Ne18)*state.rho + screened_rates(k_Mg22_to_He4_Ne18)*Y(Mg22)) +
-        (-screened_rates(k_He4_Ne20_to_Mg24)*Y(He4)*Y(Ne20)*state.rho + screened_rates(k_Mg24_to_He4_Ne20)*Y(Mg24)) +
-        (-screened_rates(k_He4_Mg24_to_Si28)*Y(He4)*Y(Mg24)*state.rho + screened_rates(k_Si28_to_He4_Mg24)*Y(Si28)) +
-        (-screened_rates(k_He4_Si28_to_S32)*Y(He4)*Y(Si28)*state.rho + screened_rates(k_S32_to_He4_Si28)*Y(S32)) +
+        (-screened_rates(k_He4_C12_to_O16)*Y(C12)*Y(He4)*state.rho + screened_rates(k_O16_to_He4_C12_derived)*Y(O16)) +
+        (-screened_rates(k_He4_N14_to_F18)*Y(He4)*Y(N14)*state.rho + screened_rates(k_F18_to_He4_N14_derived)*Y(F18)) +
+        (-screened_rates(k_He4_N15_to_F19)*Y(He4)*Y(N15)*state.rho + screened_rates(k_F19_to_He4_N15_derived)*Y(F19)) +
+        (-screened_rates(k_He4_O14_to_Ne18)*Y(He4)*Y(O14)*state.rho + screened_rates(k_Ne18_to_He4_O14_derived)*Y(Ne18)) +
+        (-screened_rates(k_He4_O15_to_Ne19)*Y(He4)*Y(O15)*state.rho + screened_rates(k_Ne19_to_He4_O15_derived)*Y(Ne19)) +
+        (-screened_rates(k_He4_O16_to_Ne20)*Y(He4)*Y(O16)*state.rho + screened_rates(k_Ne20_to_He4_O16_derived)*Y(Ne20)) +
+        (-screened_rates(k_He4_O17_to_Ne21)*Y(He4)*Y(O17)*state.rho + screened_rates(k_Ne21_to_He4_O17_derived)*Y(Ne21)) +
+        (-screened_rates(k_He4_F18_to_Na22)*Y(F18)*Y(He4)*state.rho + screened_rates(k_Na22_to_He4_F18_derived)*Y(Na22)) +
+        (-screened_rates(k_He4_F19_to_Na23)*Y(F19)*Y(He4)*state.rho + screened_rates(k_Na23_to_He4_F19_derived)*Y(Na23)) +
+        (-screened_rates(k_He4_Ne18_to_Mg22)*Y(He4)*Y(Ne18)*state.rho + screened_rates(k_Mg22_to_He4_Ne18_derived)*Y(Mg22)) +
+        (-screened_rates(k_He4_Ne20_to_Mg24)*Y(He4)*Y(Ne20)*state.rho + screened_rates(k_Mg24_to_He4_Ne20_derived)*Y(Mg24)) +
+        (-screened_rates(k_He4_Mg24_to_Si28)*Y(He4)*Y(Mg24)*state.rho + screened_rates(k_Si28_to_He4_Mg24_derived)*Y(Si28)) +
+        (-screened_rates(k_He4_Si28_to_S32)*Y(He4)*Y(Si28)*state.rho + screened_rates(k_S32_to_He4_Si28_derived)*Y(S32)) +
         0.5*screened_rates(k_C12_C12_to_He4_Ne20)*amrex::Math::powi<2>(Y(C12))*state.rho +
-        (-screened_rates(k_He4_N13_to_p_O16)*Y(He4)*Y(N13)*state.rho + screened_rates(k_p_O16_to_He4_N13)*Y(O16)*Y(H1)*state.rho) +
-        (screened_rates(k_p_N15_to_He4_C12)*Y(N15)*Y(H1)*state.rho + -screened_rates(k_He4_C12_to_p_N15)*Y(C12)*Y(He4)*state.rho) +
-        (-screened_rates(k_He4_O14_to_p_F17)*Y(He4)*Y(O14)*state.rho + screened_rates(k_p_F17_to_He4_O14)*Y(F17)*Y(H1)*state.rho) +
+        (-screened_rates(k_He4_N13_to_p_O16)*Y(He4)*Y(N13)*state.rho + screened_rates(k_p_O16_to_He4_N13_derived)*Y(O16)*Y(H1)*state.rho) +
+        (screened_rates(k_p_N15_to_He4_C12)*Y(N15)*Y(H1)*state.rho + -screened_rates(k_He4_C12_to_p_N15_derived)*Y(C12)*Y(He4)*state.rho) +
+        (-screened_rates(k_He4_O14_to_p_F17)*Y(He4)*Y(O14)*state.rho + screened_rates(k_p_F17_to_He4_O14_derived)*Y(F17)*Y(H1)*state.rho) +
         screened_rates(k_C12_O16_to_He4_Mg24)*Y(C12)*Y(O16)*state.rho +
         0.5*screened_rates(k_O16_O16_to_He4_Si28)*amrex::Math::powi<2>(Y(O16))*state.rho +
-        (screened_rates(k_p_O17_to_He4_N14)*Y(O17)*Y(H1)*state.rho + -screened_rates(k_He4_N14_to_p_O17)*Y(He4)*Y(N14)*state.rho) +
-        (screened_rates(k_p_O18_to_He4_N15)*Y(O18)*Y(H1)*state.rho + -screened_rates(k_He4_N15_to_p_O18)*Y(He4)*Y(N15)*state.rho) +
-        (-screened_rates(k_He4_F17_to_p_Ne20)*Y(F17)*Y(He4)*state.rho + screened_rates(k_p_Ne20_to_He4_F17)*Y(Ne20)*Y(H1)*state.rho) +
-        (screened_rates(k_p_F18_to_He4_O15)*Y(F18)*Y(H1)*state.rho + -screened_rates(k_He4_O15_to_p_F18)*Y(He4)*Y(O15)*state.rho) +
-        (-screened_rates(k_He4_F18_to_p_Ne21)*Y(F18)*Y(He4)*state.rho + screened_rates(k_p_Ne21_to_He4_F18)*Y(Ne21)*Y(H1)*state.rho) +
-        (screened_rates(k_p_F19_to_He4_O16)*Y(F19)*Y(H1)*state.rho + -screened_rates(k_He4_O16_to_p_F19)*Y(He4)*Y(O16)*state.rho) +
-        (-screened_rates(k_He4_Ne19_to_p_Na22)*Y(He4)*Y(Ne19)*state.rho + screened_rates(k_p_Na22_to_He4_Ne19)*Y(Na22)*Y(H1)*state.rho) +
-        (screened_rates(k_p_Na23_to_He4_Ne20)*Y(Na23)*Y(H1)*state.rho + -screened_rates(k_He4_Ne20_to_p_Na23)*Y(He4)*Y(Ne20)*state.rho) +
-        (screened_rates(k_p_Al27_to_He4_Mg24)*Y(Al27)*Y(H1)*state.rho + -screened_rates(k_He4_Mg24_to_p_Al27)*Y(He4)*Y(Mg24)*state.rho) +
-        (screened_rates(k_p_P31_to_He4_Si28)*Y(P31)*Y(H1)*state.rho + -screened_rates(k_He4_Si28_to_p_P31)*Y(He4)*Y(Si28)*state.rho) +
-        (-0.5*screened_rates(k_He4_He4_He4_to_C12)*amrex::Math::powi<3>(Y(He4))*amrex::Math::powi<2>(state.rho) + 3.0*screened_rates(k_C12_to_He4_He4_He4)*Y(C12)) +
+        (screened_rates(k_p_O17_to_He4_N14)*Y(O17)*Y(H1)*state.rho + -screened_rates(k_He4_N14_to_p_O17_derived)*Y(He4)*Y(N14)*state.rho) +
+        (screened_rates(k_p_O18_to_He4_N15)*Y(O18)*Y(H1)*state.rho + -screened_rates(k_He4_N15_to_p_O18_derived)*Y(He4)*Y(N15)*state.rho) +
+        (screened_rates(k_p_F18_to_He4_O15)*Y(F18)*Y(H1)*state.rho + -screened_rates(k_He4_O15_to_p_F18_derived)*Y(He4)*Y(O15)*state.rho) +
+        (-screened_rates(k_He4_F18_to_p_Ne21)*Y(F18)*Y(He4)*state.rho + screened_rates(k_p_Ne21_to_He4_F18_derived)*Y(Ne21)*Y(H1)*state.rho) +
+        (screened_rates(k_p_F19_to_He4_O16)*Y(F19)*Y(H1)*state.rho + -screened_rates(k_He4_O16_to_p_F19_derived)*Y(He4)*Y(O16)*state.rho) +
+        (-screened_rates(k_He4_Ne19_to_p_Na22)*Y(He4)*Y(Ne19)*state.rho + screened_rates(k_p_Na22_to_He4_Ne19_derived)*Y(Na22)*Y(H1)*state.rho) +
+        (screened_rates(k_p_Na23_to_He4_Ne20)*Y(Na23)*Y(H1)*state.rho + -screened_rates(k_He4_Ne20_to_p_Na23_derived)*Y(He4)*Y(Ne20)*state.rho) +
+        (screened_rates(k_p_Al27_to_He4_Mg24)*Y(Al27)*Y(H1)*state.rho + -screened_rates(k_He4_Mg24_to_p_Al27_derived)*Y(He4)*Y(Mg24)*state.rho) +
+        (screened_rates(k_p_P31_to_He4_Si28)*Y(P31)*Y(H1)*state.rho + -screened_rates(k_He4_Si28_to_p_P31_derived)*Y(He4)*Y(Si28)*state.rho) +
+        (-0.5*screened_rates(k_He4_He4_He4_to_C12)*amrex::Math::powi<3>(Y(He4))*amrex::Math::powi<2>(state.rho) + 3.0*screened_rates(k_C12_to_He4_He4_He4_derived)*Y(C12)) +
+        (-screened_rates(k_He4_F17_to_p_Ne20_derived)*Y(F17)*Y(He4)*state.rho + screened_rates(k_p_Ne20_to_He4_F17)*Y(Ne20)*Y(H1)*state.rho) +
         (-screened_rates(k_S32_He4_to_Ar36_approx)*Y(He4)*Y(S32)*state.rho + screened_rates(k_Ar36_to_S32_He4_approx)*Y(Ar36)) +
         (-screened_rates(k_Ar36_He4_to_Ca40_approx)*Y(Ar36)*Y(He4)*state.rho + screened_rates(k_Ca40_to_Ar36_He4_approx)*Y(Ca40)) +
         (-screened_rates(k_Ca40_He4_to_Ti44_approx)*Y(Ca40)*Y(He4)*state.rho + screened_rates(k_Ti44_to_Ca40_He4_approx)*Y(Ti44)) +
@@ -1775,173 +1775,173 @@ void rhs_nuc(const burn_t& state,
         (-screened_rates(k_Fe52_He4_to_Ni56_approx)*Y(Fe52)*Y(He4)*state.rho + screened_rates(k_Ni56_to_Fe52_He4_approx)*Y(Ni56));
 
     ydot_nuc(C12) =
-        (-screened_rates(k_p_C12_to_N13)*Y(C12)*Y(H1)*state.rho + screened_rates(k_N13_to_p_C12)*Y(N13)) +
-        (-screened_rates(k_He4_C12_to_O16)*Y(C12)*Y(He4)*state.rho + screened_rates(k_O16_to_He4_C12)*Y(O16)) +
+        (-screened_rates(k_p_C12_to_N13)*Y(C12)*Y(H1)*state.rho + screened_rates(k_N13_to_p_C12_derived)*Y(N13)) +
+        (-screened_rates(k_He4_C12_to_O16)*Y(C12)*Y(He4)*state.rho + screened_rates(k_O16_to_He4_C12_derived)*Y(O16)) +
         -screened_rates(k_C12_C12_to_p_Na23)*amrex::Math::powi<2>(Y(C12))*state.rho +
         -screened_rates(k_C12_C12_to_He4_Ne20)*amrex::Math::powi<2>(Y(C12))*state.rho +
-        (screened_rates(k_p_N15_to_He4_C12)*Y(N15)*Y(H1)*state.rho + -screened_rates(k_He4_C12_to_p_N15)*Y(C12)*Y(He4)*state.rho) +
+        (screened_rates(k_p_N15_to_He4_C12)*Y(N15)*Y(H1)*state.rho + -screened_rates(k_He4_C12_to_p_N15_derived)*Y(C12)*Y(He4)*state.rho) +
         -screened_rates(k_C12_O16_to_p_Al27)*Y(C12)*Y(O16)*state.rho +
         -screened_rates(k_C12_O16_to_He4_Mg24)*Y(C12)*Y(O16)*state.rho +
-        (0.16666666666666667*screened_rates(k_He4_He4_He4_to_C12)*amrex::Math::powi<3>(Y(He4))*amrex::Math::powi<2>(state.rho) + -screened_rates(k_C12_to_He4_He4_He4)*Y(C12)) +
+        (0.16666666666666667*screened_rates(k_He4_He4_He4_to_C12)*amrex::Math::powi<3>(Y(He4))*amrex::Math::powi<2>(state.rho) + -screened_rates(k_C12_to_He4_He4_He4_derived)*Y(C12)) +
         -screened_rates(k_C12_C12_to_Mg24_modified)*amrex::Math::powi<2>(Y(C12))*state.rho +
         -screened_rates(k_C12_O16_to_Si28_modified)*Y(C12)*Y(O16)*state.rho;
 
     ydot_nuc(C13) =
         screened_rates(k_N13_to_C13_weak_wc12)*Y(N13) +
-        (-screened_rates(k_p_C13_to_N14)*Y(C13)*Y(H1)*state.rho + screened_rates(k_N14_to_p_C13)*Y(N14));
+        (-screened_rates(k_p_C13_to_N14)*Y(C13)*Y(H1)*state.rho + screened_rates(k_N14_to_p_C13_derived)*Y(N14));
 
     ydot_nuc(N13) =
         -screened_rates(k_N13_to_C13_weak_wc12)*Y(N13) +
-        (screened_rates(k_p_C12_to_N13)*Y(C12)*Y(H1)*state.rho + -screened_rates(k_N13_to_p_C12)*Y(N13)) +
-        (-screened_rates(k_p_N13_to_O14)*Y(N13)*Y(H1)*state.rho + screened_rates(k_O14_to_p_N13)*Y(O14)) +
-        (-screened_rates(k_He4_N13_to_p_O16)*Y(He4)*Y(N13)*state.rho + screened_rates(k_p_O16_to_He4_N13)*Y(O16)*Y(H1)*state.rho);
+        (screened_rates(k_p_C12_to_N13)*Y(C12)*Y(H1)*state.rho + -screened_rates(k_N13_to_p_C12_derived)*Y(N13)) +
+        (-screened_rates(k_p_N13_to_O14)*Y(N13)*Y(H1)*state.rho + screened_rates(k_O14_to_p_N13_derived)*Y(O14)) +
+        (-screened_rates(k_He4_N13_to_p_O16)*Y(He4)*Y(N13)*state.rho + screened_rates(k_p_O16_to_He4_N13_derived)*Y(O16)*Y(H1)*state.rho);
 
     ydot_nuc(N14) =
         screened_rates(k_O14_to_N14_weak_wc12)*Y(O14) +
-        (screened_rates(k_p_C13_to_N14)*Y(C13)*Y(H1)*state.rho + -screened_rates(k_N14_to_p_C13)*Y(N14)) +
-        (-screened_rates(k_p_N14_to_O15)*Y(N14)*Y(H1)*state.rho + screened_rates(k_O15_to_p_N14)*Y(O15)) +
-        (-screened_rates(k_He4_N14_to_F18)*Y(He4)*Y(N14)*state.rho + screened_rates(k_F18_to_He4_N14)*Y(F18)) +
-        (screened_rates(k_p_O17_to_He4_N14)*Y(O17)*Y(H1)*state.rho + -screened_rates(k_He4_N14_to_p_O17)*Y(He4)*Y(N14)*state.rho);
+        (screened_rates(k_p_C13_to_N14)*Y(C13)*Y(H1)*state.rho + -screened_rates(k_N14_to_p_C13_derived)*Y(N14)) +
+        (-screened_rates(k_p_N14_to_O15)*Y(N14)*Y(H1)*state.rho + screened_rates(k_O15_to_p_N14_derived)*Y(O15)) +
+        (-screened_rates(k_He4_N14_to_F18)*Y(He4)*Y(N14)*state.rho + screened_rates(k_F18_to_He4_N14_derived)*Y(F18)) +
+        (screened_rates(k_p_O17_to_He4_N14)*Y(O17)*Y(H1)*state.rho + -screened_rates(k_He4_N14_to_p_O17_derived)*Y(He4)*Y(N14)*state.rho);
 
     ydot_nuc(N15) =
         screened_rates(k_O15_to_N15_weak_wc12)*Y(O15) +
-        (-screened_rates(k_p_N15_to_O16)*Y(N15)*Y(H1)*state.rho + screened_rates(k_O16_to_p_N15)*Y(O16)) +
-        (-screened_rates(k_He4_N15_to_F19)*Y(He4)*Y(N15)*state.rho + screened_rates(k_F19_to_He4_N15)*Y(F19)) +
-        (-screened_rates(k_p_N15_to_He4_C12)*Y(N15)*Y(H1)*state.rho + screened_rates(k_He4_C12_to_p_N15)*Y(C12)*Y(He4)*state.rho) +
-        (screened_rates(k_p_O18_to_He4_N15)*Y(O18)*Y(H1)*state.rho + -screened_rates(k_He4_N15_to_p_O18)*Y(He4)*Y(N15)*state.rho);
+        (-screened_rates(k_p_N15_to_O16)*Y(N15)*Y(H1)*state.rho + screened_rates(k_O16_to_p_N15_derived)*Y(O16)) +
+        (-screened_rates(k_He4_N15_to_F19)*Y(He4)*Y(N15)*state.rho + screened_rates(k_F19_to_He4_N15_derived)*Y(F19)) +
+        (-screened_rates(k_p_N15_to_He4_C12)*Y(N15)*Y(H1)*state.rho + screened_rates(k_He4_C12_to_p_N15_derived)*Y(C12)*Y(He4)*state.rho) +
+        (screened_rates(k_p_O18_to_He4_N15)*Y(O18)*Y(H1)*state.rho + -screened_rates(k_He4_N15_to_p_O18_derived)*Y(He4)*Y(N15)*state.rho);
 
     ydot_nuc(O14) =
         -screened_rates(k_O14_to_N14_weak_wc12)*Y(O14) +
-        (screened_rates(k_p_N13_to_O14)*Y(N13)*Y(H1)*state.rho + -screened_rates(k_O14_to_p_N13)*Y(O14)) +
-        (-screened_rates(k_He4_O14_to_Ne18)*Y(He4)*Y(O14)*state.rho + screened_rates(k_Ne18_to_He4_O14)*Y(Ne18)) +
-        (-screened_rates(k_He4_O14_to_p_F17)*Y(He4)*Y(O14)*state.rho + screened_rates(k_p_F17_to_He4_O14)*Y(F17)*Y(H1)*state.rho);
+        (screened_rates(k_p_N13_to_O14)*Y(N13)*Y(H1)*state.rho + -screened_rates(k_O14_to_p_N13_derived)*Y(O14)) +
+        (-screened_rates(k_He4_O14_to_Ne18)*Y(He4)*Y(O14)*state.rho + screened_rates(k_Ne18_to_He4_O14_derived)*Y(Ne18)) +
+        (-screened_rates(k_He4_O14_to_p_F17)*Y(He4)*Y(O14)*state.rho + screened_rates(k_p_F17_to_He4_O14_derived)*Y(F17)*Y(H1)*state.rho);
 
     ydot_nuc(O15) =
         -screened_rates(k_O15_to_N15_weak_wc12)*Y(O15) +
-        (screened_rates(k_p_N14_to_O15)*Y(N14)*Y(H1)*state.rho + -screened_rates(k_O15_to_p_N14)*Y(O15)) +
-        (-screened_rates(k_He4_O15_to_Ne19)*Y(He4)*Y(O15)*state.rho + screened_rates(k_Ne19_to_He4_O15)*Y(Ne19)) +
-        (screened_rates(k_p_F18_to_He4_O15)*Y(F18)*Y(H1)*state.rho + -screened_rates(k_He4_O15_to_p_F18)*Y(He4)*Y(O15)*state.rho);
+        (screened_rates(k_p_N14_to_O15)*Y(N14)*Y(H1)*state.rho + -screened_rates(k_O15_to_p_N14_derived)*Y(O15)) +
+        (-screened_rates(k_He4_O15_to_Ne19)*Y(He4)*Y(O15)*state.rho + screened_rates(k_Ne19_to_He4_O15_derived)*Y(Ne19)) +
+        (screened_rates(k_p_F18_to_He4_O15)*Y(F18)*Y(H1)*state.rho + -screened_rates(k_He4_O15_to_p_F18_derived)*Y(He4)*Y(O15)*state.rho);
 
     ydot_nuc(O16) =
-        (screened_rates(k_He4_C12_to_O16)*Y(C12)*Y(He4)*state.rho + -screened_rates(k_O16_to_He4_C12)*Y(O16)) +
-        (screened_rates(k_p_N15_to_O16)*Y(N15)*Y(H1)*state.rho + -screened_rates(k_O16_to_p_N15)*Y(O16)) +
-        (-screened_rates(k_p_O16_to_F17)*Y(O16)*Y(H1)*state.rho + screened_rates(k_F17_to_p_O16)*Y(F17)) +
-        (-screened_rates(k_He4_O16_to_Ne20)*Y(He4)*Y(O16)*state.rho + screened_rates(k_Ne20_to_He4_O16)*Y(Ne20)) +
-        (screened_rates(k_He4_N13_to_p_O16)*Y(He4)*Y(N13)*state.rho + -screened_rates(k_p_O16_to_He4_N13)*Y(O16)*Y(H1)*state.rho) +
+        (screened_rates(k_He4_C12_to_O16)*Y(C12)*Y(He4)*state.rho + -screened_rates(k_O16_to_He4_C12_derived)*Y(O16)) +
+        (screened_rates(k_p_N15_to_O16)*Y(N15)*Y(H1)*state.rho + -screened_rates(k_O16_to_p_N15_derived)*Y(O16)) +
+        (-screened_rates(k_p_O16_to_F17)*Y(O16)*Y(H1)*state.rho + screened_rates(k_F17_to_p_O16_derived)*Y(F17)) +
+        (-screened_rates(k_He4_O16_to_Ne20)*Y(He4)*Y(O16)*state.rho + screened_rates(k_Ne20_to_He4_O16_derived)*Y(Ne20)) +
+        (screened_rates(k_He4_N13_to_p_O16)*Y(He4)*Y(N13)*state.rho + -screened_rates(k_p_O16_to_He4_N13_derived)*Y(O16)*Y(H1)*state.rho) +
         -screened_rates(k_C12_O16_to_p_Al27)*Y(C12)*Y(O16)*state.rho +
         -screened_rates(k_C12_O16_to_He4_Mg24)*Y(C12)*Y(O16)*state.rho +
         -screened_rates(k_O16_O16_to_p_P31)*amrex::Math::powi<2>(Y(O16))*state.rho +
         -screened_rates(k_O16_O16_to_He4_Si28)*amrex::Math::powi<2>(Y(O16))*state.rho +
-        (screened_rates(k_p_F19_to_He4_O16)*Y(F19)*Y(H1)*state.rho + -screened_rates(k_He4_O16_to_p_F19)*Y(He4)*Y(O16)*state.rho) +
+        (screened_rates(k_p_F19_to_He4_O16)*Y(F19)*Y(H1)*state.rho + -screened_rates(k_He4_O16_to_p_F19_derived)*Y(He4)*Y(O16)*state.rho) +
         -screened_rates(k_O16_O16_to_S32_modified)*amrex::Math::powi<2>(Y(O16))*state.rho +
         -screened_rates(k_C12_O16_to_Si28_modified)*Y(C12)*Y(O16)*state.rho;
 
     ydot_nuc(O17) =
         screened_rates(k_F17_to_O17_weak_wc12)*Y(F17) +
-        (-screened_rates(k_p_O17_to_F18)*Y(O17)*Y(H1)*state.rho + screened_rates(k_F18_to_p_O17)*Y(F18)) +
-        (-screened_rates(k_He4_O17_to_Ne21)*Y(He4)*Y(O17)*state.rho + screened_rates(k_Ne21_to_He4_O17)*Y(Ne21)) +
-        (-screened_rates(k_p_O17_to_He4_N14)*Y(O17)*Y(H1)*state.rho + screened_rates(k_He4_N14_to_p_O17)*Y(He4)*Y(N14)*state.rho);
+        (-screened_rates(k_p_O17_to_F18)*Y(O17)*Y(H1)*state.rho + screened_rates(k_F18_to_p_O17_derived)*Y(F18)) +
+        (-screened_rates(k_He4_O17_to_Ne21)*Y(He4)*Y(O17)*state.rho + screened_rates(k_Ne21_to_He4_O17_derived)*Y(Ne21)) +
+        (-screened_rates(k_p_O17_to_He4_N14)*Y(O17)*Y(H1)*state.rho + screened_rates(k_He4_N14_to_p_O17_derived)*Y(He4)*Y(N14)*state.rho);
 
     ydot_nuc(O18) =
         screened_rates(k_F18_to_O18_weak_wc12)*Y(F18) +
-        (-screened_rates(k_p_O18_to_F19)*Y(O18)*Y(H1)*state.rho + screened_rates(k_F19_to_p_O18)*Y(F19)) +
-        (-screened_rates(k_p_O18_to_He4_N15)*Y(O18)*Y(H1)*state.rho + screened_rates(k_He4_N15_to_p_O18)*Y(He4)*Y(N15)*state.rho);
+        (-screened_rates(k_p_O18_to_F19)*Y(O18)*Y(H1)*state.rho + screened_rates(k_F19_to_p_O18_derived)*Y(F19)) +
+        (-screened_rates(k_p_O18_to_He4_N15)*Y(O18)*Y(H1)*state.rho + screened_rates(k_He4_N15_to_p_O18_derived)*Y(He4)*Y(N15)*state.rho);
 
     ydot_nuc(F17) =
         -screened_rates(k_F17_to_O17_weak_wc12)*Y(F17) +
-        (screened_rates(k_p_O16_to_F17)*Y(O16)*Y(H1)*state.rho + -screened_rates(k_F17_to_p_O16)*Y(F17)) +
-        (-screened_rates(k_p_F17_to_Ne18)*Y(F17)*Y(H1)*state.rho + screened_rates(k_Ne18_to_p_F17)*Y(Ne18)) +
-        (screened_rates(k_He4_O14_to_p_F17)*Y(He4)*Y(O14)*state.rho + -screened_rates(k_p_F17_to_He4_O14)*Y(F17)*Y(H1)*state.rho) +
-        (-screened_rates(k_He4_F17_to_p_Ne20)*Y(F17)*Y(He4)*state.rho + screened_rates(k_p_Ne20_to_He4_F17)*Y(Ne20)*Y(H1)*state.rho);
+        (screened_rates(k_p_O16_to_F17)*Y(O16)*Y(H1)*state.rho + -screened_rates(k_F17_to_p_O16_derived)*Y(F17)) +
+        (-screened_rates(k_p_F17_to_Ne18)*Y(F17)*Y(H1)*state.rho + screened_rates(k_Ne18_to_p_F17_derived)*Y(Ne18)) +
+        (screened_rates(k_He4_O14_to_p_F17)*Y(He4)*Y(O14)*state.rho + -screened_rates(k_p_F17_to_He4_O14_derived)*Y(F17)*Y(H1)*state.rho) +
+        (-screened_rates(k_He4_F17_to_p_Ne20_derived)*Y(F17)*Y(He4)*state.rho + screened_rates(k_p_Ne20_to_He4_F17)*Y(Ne20)*Y(H1)*state.rho);
 
     ydot_nuc(F18) =
         -screened_rates(k_F18_to_O18_weak_wc12)*Y(F18) +
         screened_rates(k_Ne18_to_F18_weak_wc12)*Y(Ne18) +
-        (screened_rates(k_He4_N14_to_F18)*Y(He4)*Y(N14)*state.rho + -screened_rates(k_F18_to_He4_N14)*Y(F18)) +
-        (screened_rates(k_p_O17_to_F18)*Y(O17)*Y(H1)*state.rho + -screened_rates(k_F18_to_p_O17)*Y(F18)) +
-        (-screened_rates(k_p_F18_to_Ne19)*Y(F18)*Y(H1)*state.rho + screened_rates(k_Ne19_to_p_F18)*Y(Ne19)) +
-        (-screened_rates(k_He4_F18_to_Na22)*Y(F18)*Y(He4)*state.rho + screened_rates(k_Na22_to_He4_F18)*Y(Na22)) +
-        (-screened_rates(k_p_F18_to_He4_O15)*Y(F18)*Y(H1)*state.rho + screened_rates(k_He4_O15_to_p_F18)*Y(He4)*Y(O15)*state.rho) +
-        (-screened_rates(k_He4_F18_to_p_Ne21)*Y(F18)*Y(He4)*state.rho + screened_rates(k_p_Ne21_to_He4_F18)*Y(Ne21)*Y(H1)*state.rho);
+        (screened_rates(k_He4_N14_to_F18)*Y(He4)*Y(N14)*state.rho + -screened_rates(k_F18_to_He4_N14_derived)*Y(F18)) +
+        (screened_rates(k_p_O17_to_F18)*Y(O17)*Y(H1)*state.rho + -screened_rates(k_F18_to_p_O17_derived)*Y(F18)) +
+        (-screened_rates(k_p_F18_to_Ne19)*Y(F18)*Y(H1)*state.rho + screened_rates(k_Ne19_to_p_F18_derived)*Y(Ne19)) +
+        (-screened_rates(k_He4_F18_to_Na22)*Y(F18)*Y(He4)*state.rho + screened_rates(k_Na22_to_He4_F18_derived)*Y(Na22)) +
+        (-screened_rates(k_p_F18_to_He4_O15)*Y(F18)*Y(H1)*state.rho + screened_rates(k_He4_O15_to_p_F18_derived)*Y(He4)*Y(O15)*state.rho) +
+        (-screened_rates(k_He4_F18_to_p_Ne21)*Y(F18)*Y(He4)*state.rho + screened_rates(k_p_Ne21_to_He4_F18_derived)*Y(Ne21)*Y(H1)*state.rho);
 
     ydot_nuc(F19) =
         screened_rates(k_Ne19_to_F19_weak_wc12)*Y(Ne19) +
-        (screened_rates(k_He4_N15_to_F19)*Y(He4)*Y(N15)*state.rho + -screened_rates(k_F19_to_He4_N15)*Y(F19)) +
-        (screened_rates(k_p_O18_to_F19)*Y(O18)*Y(H1)*state.rho + -screened_rates(k_F19_to_p_O18)*Y(F19)) +
-        (-screened_rates(k_p_F19_to_Ne20)*Y(F19)*Y(H1)*state.rho + screened_rates(k_Ne20_to_p_F19)*Y(Ne20)) +
-        (-screened_rates(k_He4_F19_to_Na23)*Y(F19)*Y(He4)*state.rho + screened_rates(k_Na23_to_He4_F19)*Y(Na23)) +
-        (-screened_rates(k_p_F19_to_He4_O16)*Y(F19)*Y(H1)*state.rho + screened_rates(k_He4_O16_to_p_F19)*Y(He4)*Y(O16)*state.rho);
+        (screened_rates(k_He4_N15_to_F19)*Y(He4)*Y(N15)*state.rho + -screened_rates(k_F19_to_He4_N15_derived)*Y(F19)) +
+        (screened_rates(k_p_O18_to_F19)*Y(O18)*Y(H1)*state.rho + -screened_rates(k_F19_to_p_O18_derived)*Y(F19)) +
+        (-screened_rates(k_p_F19_to_Ne20)*Y(F19)*Y(H1)*state.rho + screened_rates(k_Ne20_to_p_F19_derived)*Y(Ne20)) +
+        (-screened_rates(k_He4_F19_to_Na23)*Y(F19)*Y(He4)*state.rho + screened_rates(k_Na23_to_He4_F19_derived)*Y(Na23)) +
+        (-screened_rates(k_p_F19_to_He4_O16)*Y(F19)*Y(H1)*state.rho + screened_rates(k_He4_O16_to_p_F19_derived)*Y(He4)*Y(O16)*state.rho);
 
     ydot_nuc(Ne18) =
         -screened_rates(k_Ne18_to_F18_weak_wc12)*Y(Ne18) +
-        (screened_rates(k_He4_O14_to_Ne18)*Y(He4)*Y(O14)*state.rho + -screened_rates(k_Ne18_to_He4_O14)*Y(Ne18)) +
-        (screened_rates(k_p_F17_to_Ne18)*Y(F17)*Y(H1)*state.rho + -screened_rates(k_Ne18_to_p_F17)*Y(Ne18)) +
-        (-screened_rates(k_He4_Ne18_to_Mg22)*Y(He4)*Y(Ne18)*state.rho + screened_rates(k_Mg22_to_He4_Ne18)*Y(Mg22));
+        (screened_rates(k_He4_O14_to_Ne18)*Y(He4)*Y(O14)*state.rho + -screened_rates(k_Ne18_to_He4_O14_derived)*Y(Ne18)) +
+        (screened_rates(k_p_F17_to_Ne18)*Y(F17)*Y(H1)*state.rho + -screened_rates(k_Ne18_to_p_F17_derived)*Y(Ne18)) +
+        (-screened_rates(k_He4_Ne18_to_Mg22)*Y(He4)*Y(Ne18)*state.rho + screened_rates(k_Mg22_to_He4_Ne18_derived)*Y(Mg22));
 
     ydot_nuc(Ne19) =
         -screened_rates(k_Ne19_to_F19_weak_wc12)*Y(Ne19) +
-        (screened_rates(k_He4_O15_to_Ne19)*Y(He4)*Y(O15)*state.rho + -screened_rates(k_Ne19_to_He4_O15)*Y(Ne19)) +
-        (screened_rates(k_p_F18_to_Ne19)*Y(F18)*Y(H1)*state.rho + -screened_rates(k_Ne19_to_p_F18)*Y(Ne19)) +
-        (-screened_rates(k_He4_Ne19_to_p_Na22)*Y(He4)*Y(Ne19)*state.rho + screened_rates(k_p_Na22_to_He4_Ne19)*Y(Na22)*Y(H1)*state.rho);
+        (screened_rates(k_He4_O15_to_Ne19)*Y(He4)*Y(O15)*state.rho + -screened_rates(k_Ne19_to_He4_O15_derived)*Y(Ne19)) +
+        (screened_rates(k_p_F18_to_Ne19)*Y(F18)*Y(H1)*state.rho + -screened_rates(k_Ne19_to_p_F18_derived)*Y(Ne19)) +
+        (-screened_rates(k_He4_Ne19_to_p_Na22)*Y(He4)*Y(Ne19)*state.rho + screened_rates(k_p_Na22_to_He4_Ne19_derived)*Y(Na22)*Y(H1)*state.rho);
 
     ydot_nuc(Ne20) =
-        (screened_rates(k_He4_O16_to_Ne20)*Y(He4)*Y(O16)*state.rho + -screened_rates(k_Ne20_to_He4_O16)*Y(Ne20)) +
-        (screened_rates(k_p_F19_to_Ne20)*Y(F19)*Y(H1)*state.rho + -screened_rates(k_Ne20_to_p_F19)*Y(Ne20)) +
-        (-screened_rates(k_He4_Ne20_to_Mg24)*Y(He4)*Y(Ne20)*state.rho + screened_rates(k_Mg24_to_He4_Ne20)*Y(Mg24)) +
+        (screened_rates(k_He4_O16_to_Ne20)*Y(He4)*Y(O16)*state.rho + -screened_rates(k_Ne20_to_He4_O16_derived)*Y(Ne20)) +
+        (screened_rates(k_p_F19_to_Ne20)*Y(F19)*Y(H1)*state.rho + -screened_rates(k_Ne20_to_p_F19_derived)*Y(Ne20)) +
+        (-screened_rates(k_He4_Ne20_to_Mg24)*Y(He4)*Y(Ne20)*state.rho + screened_rates(k_Mg24_to_He4_Ne20_derived)*Y(Mg24)) +
         0.5*screened_rates(k_C12_C12_to_He4_Ne20)*amrex::Math::powi<2>(Y(C12))*state.rho +
-        (screened_rates(k_He4_F17_to_p_Ne20)*Y(F17)*Y(He4)*state.rho + -screened_rates(k_p_Ne20_to_He4_F17)*Y(Ne20)*Y(H1)*state.rho) +
-        (screened_rates(k_p_Na23_to_He4_Ne20)*Y(Na23)*Y(H1)*state.rho + -screened_rates(k_He4_Ne20_to_p_Na23)*Y(He4)*Y(Ne20)*state.rho);
+        (screened_rates(k_p_Na23_to_He4_Ne20)*Y(Na23)*Y(H1)*state.rho + -screened_rates(k_He4_Ne20_to_p_Na23_derived)*Y(He4)*Y(Ne20)*state.rho) +
+        (screened_rates(k_He4_F17_to_p_Ne20_derived)*Y(F17)*Y(He4)*state.rho + -screened_rates(k_p_Ne20_to_He4_F17)*Y(Ne20)*Y(H1)*state.rho);
 
     ydot_nuc(Ne21) =
-        (screened_rates(k_He4_O17_to_Ne21)*Y(He4)*Y(O17)*state.rho + -screened_rates(k_Ne21_to_He4_O17)*Y(Ne21)) +
-        (-screened_rates(k_p_Ne21_to_Na22)*Y(Ne21)*Y(H1)*state.rho + screened_rates(k_Na22_to_p_Ne21)*Y(Na22)) +
-        (screened_rates(k_He4_F18_to_p_Ne21)*Y(F18)*Y(He4)*state.rho + -screened_rates(k_p_Ne21_to_He4_F18)*Y(Ne21)*Y(H1)*state.rho);
+        (screened_rates(k_He4_O17_to_Ne21)*Y(He4)*Y(O17)*state.rho + -screened_rates(k_Ne21_to_He4_O17_derived)*Y(Ne21)) +
+        (-screened_rates(k_p_Ne21_to_Na22)*Y(Ne21)*Y(H1)*state.rho + screened_rates(k_Na22_to_p_Ne21_derived)*Y(Na22)) +
+        (screened_rates(k_He4_F18_to_p_Ne21)*Y(F18)*Y(He4)*state.rho + -screened_rates(k_p_Ne21_to_He4_F18_derived)*Y(Ne21)*Y(H1)*state.rho);
 
     ydot_nuc(Na22) =
         screened_rates(k_Mg22_to_Na22_weak_wc12)*Y(Mg22) +
-        (screened_rates(k_He4_F18_to_Na22)*Y(F18)*Y(He4)*state.rho + -screened_rates(k_Na22_to_He4_F18)*Y(Na22)) +
-        (screened_rates(k_p_Ne21_to_Na22)*Y(Ne21)*Y(H1)*state.rho + -screened_rates(k_Na22_to_p_Ne21)*Y(Na22)) +
-        (screened_rates(k_He4_Ne19_to_p_Na22)*Y(He4)*Y(Ne19)*state.rho + -screened_rates(k_p_Na22_to_He4_Ne19)*Y(Na22)*Y(H1)*state.rho);
+        (screened_rates(k_He4_F18_to_Na22)*Y(F18)*Y(He4)*state.rho + -screened_rates(k_Na22_to_He4_F18_derived)*Y(Na22)) +
+        (screened_rates(k_p_Ne21_to_Na22)*Y(Ne21)*Y(H1)*state.rho + -screened_rates(k_Na22_to_p_Ne21_derived)*Y(Na22)) +
+        (screened_rates(k_He4_Ne19_to_p_Na22)*Y(He4)*Y(Ne19)*state.rho + -screened_rates(k_p_Na22_to_He4_Ne19_derived)*Y(Na22)*Y(H1)*state.rho);
 
     ydot_nuc(Na23) =
-        (screened_rates(k_He4_F19_to_Na23)*Y(F19)*Y(He4)*state.rho + -screened_rates(k_Na23_to_He4_F19)*Y(Na23)) +
-        (-screened_rates(k_p_Na23_to_Mg24)*Y(Na23)*Y(H1)*state.rho + screened_rates(k_Mg24_to_p_Na23)*Y(Mg24)) +
+        (screened_rates(k_He4_F19_to_Na23)*Y(F19)*Y(He4)*state.rho + -screened_rates(k_Na23_to_He4_F19_derived)*Y(Na23)) +
+        (-screened_rates(k_p_Na23_to_Mg24)*Y(Na23)*Y(H1)*state.rho + screened_rates(k_Mg24_to_p_Na23_derived)*Y(Mg24)) +
         0.5*screened_rates(k_C12_C12_to_p_Na23)*amrex::Math::powi<2>(Y(C12))*state.rho +
-        (-screened_rates(k_p_Na23_to_He4_Ne20)*Y(Na23)*Y(H1)*state.rho + screened_rates(k_He4_Ne20_to_p_Na23)*Y(He4)*Y(Ne20)*state.rho);
+        (-screened_rates(k_p_Na23_to_He4_Ne20)*Y(Na23)*Y(H1)*state.rho + screened_rates(k_He4_Ne20_to_p_Na23_derived)*Y(He4)*Y(Ne20)*state.rho);
 
     ydot_nuc(Mg22) =
         -screened_rates(k_Mg22_to_Na22_weak_wc12)*Y(Mg22) +
-        (screened_rates(k_He4_Ne18_to_Mg22)*Y(He4)*Y(Ne18)*state.rho + -screened_rates(k_Mg22_to_He4_Ne18)*Y(Mg22));
+        (screened_rates(k_He4_Ne18_to_Mg22)*Y(He4)*Y(Ne18)*state.rho + -screened_rates(k_Mg22_to_He4_Ne18_derived)*Y(Mg22));
 
     ydot_nuc(Mg24) =
-        (screened_rates(k_He4_Ne20_to_Mg24)*Y(He4)*Y(Ne20)*state.rho + -screened_rates(k_Mg24_to_He4_Ne20)*Y(Mg24)) +
-        (screened_rates(k_p_Na23_to_Mg24)*Y(Na23)*Y(H1)*state.rho + -screened_rates(k_Mg24_to_p_Na23)*Y(Mg24)) +
-        (-screened_rates(k_He4_Mg24_to_Si28)*Y(He4)*Y(Mg24)*state.rho + screened_rates(k_Si28_to_He4_Mg24)*Y(Si28)) +
+        (screened_rates(k_He4_Ne20_to_Mg24)*Y(He4)*Y(Ne20)*state.rho + -screened_rates(k_Mg24_to_He4_Ne20_derived)*Y(Mg24)) +
+        (screened_rates(k_p_Na23_to_Mg24)*Y(Na23)*Y(H1)*state.rho + -screened_rates(k_Mg24_to_p_Na23_derived)*Y(Mg24)) +
+        (-screened_rates(k_He4_Mg24_to_Si28)*Y(He4)*Y(Mg24)*state.rho + screened_rates(k_Si28_to_He4_Mg24_derived)*Y(Si28)) +
         screened_rates(k_C12_O16_to_He4_Mg24)*Y(C12)*Y(O16)*state.rho +
-        (screened_rates(k_p_Al27_to_He4_Mg24)*Y(Al27)*Y(H1)*state.rho + -screened_rates(k_He4_Mg24_to_p_Al27)*Y(He4)*Y(Mg24)*state.rho) +
+        (screened_rates(k_p_Al27_to_He4_Mg24)*Y(Al27)*Y(H1)*state.rho + -screened_rates(k_He4_Mg24_to_p_Al27_derived)*Y(He4)*Y(Mg24)*state.rho) +
         0.5*screened_rates(k_C12_C12_to_Mg24_modified)*amrex::Math::powi<2>(Y(C12))*state.rho;
 
     ydot_nuc(Al27) =
-        (-screened_rates(k_p_Al27_to_Si28)*Y(Al27)*Y(H1)*state.rho + screened_rates(k_Si28_to_p_Al27)*Y(Si28)) +
+        (-screened_rates(k_p_Al27_to_Si28)*Y(Al27)*Y(H1)*state.rho + screened_rates(k_Si28_to_p_Al27_derived)*Y(Si28)) +
         screened_rates(k_C12_O16_to_p_Al27)*Y(C12)*Y(O16)*state.rho +
-        (-screened_rates(k_p_Al27_to_He4_Mg24)*Y(Al27)*Y(H1)*state.rho + screened_rates(k_He4_Mg24_to_p_Al27)*Y(He4)*Y(Mg24)*state.rho);
+        (-screened_rates(k_p_Al27_to_He4_Mg24)*Y(Al27)*Y(H1)*state.rho + screened_rates(k_He4_Mg24_to_p_Al27_derived)*Y(He4)*Y(Mg24)*state.rho);
 
     ydot_nuc(Si28) =
-        (screened_rates(k_He4_Mg24_to_Si28)*Y(He4)*Y(Mg24)*state.rho + -screened_rates(k_Si28_to_He4_Mg24)*Y(Si28)) +
-        (screened_rates(k_p_Al27_to_Si28)*Y(Al27)*Y(H1)*state.rho + -screened_rates(k_Si28_to_p_Al27)*Y(Si28)) +
-        (-screened_rates(k_He4_Si28_to_S32)*Y(He4)*Y(Si28)*state.rho + screened_rates(k_S32_to_He4_Si28)*Y(S32)) +
+        (screened_rates(k_He4_Mg24_to_Si28)*Y(He4)*Y(Mg24)*state.rho + -screened_rates(k_Si28_to_He4_Mg24_derived)*Y(Si28)) +
+        (screened_rates(k_p_Al27_to_Si28)*Y(Al27)*Y(H1)*state.rho + -screened_rates(k_Si28_to_p_Al27_derived)*Y(Si28)) +
+        (-screened_rates(k_He4_Si28_to_S32)*Y(He4)*Y(Si28)*state.rho + screened_rates(k_S32_to_He4_Si28_derived)*Y(S32)) +
         0.5*screened_rates(k_O16_O16_to_He4_Si28)*amrex::Math::powi<2>(Y(O16))*state.rho +
-        (screened_rates(k_p_P31_to_He4_Si28)*Y(P31)*Y(H1)*state.rho + -screened_rates(k_He4_Si28_to_p_P31)*Y(He4)*Y(Si28)*state.rho) +
+        (screened_rates(k_p_P31_to_He4_Si28)*Y(P31)*Y(H1)*state.rho + -screened_rates(k_He4_Si28_to_p_P31_derived)*Y(He4)*Y(Si28)*state.rho) +
         screened_rates(k_C12_O16_to_Si28_modified)*Y(C12)*Y(O16)*state.rho;
 
     ydot_nuc(P31) =
-        (-screened_rates(k_p_P31_to_S32)*Y(P31)*Y(H1)*state.rho + screened_rates(k_S32_to_p_P31)*Y(S32)) +
+        (-screened_rates(k_p_P31_to_S32)*Y(P31)*Y(H1)*state.rho + screened_rates(k_S32_to_p_P31_derived)*Y(S32)) +
         0.5*screened_rates(k_O16_O16_to_p_P31)*amrex::Math::powi<2>(Y(O16))*state.rho +
-        (-screened_rates(k_p_P31_to_He4_Si28)*Y(P31)*Y(H1)*state.rho + screened_rates(k_He4_Si28_to_p_P31)*Y(He4)*Y(Si28)*state.rho);
+        (-screened_rates(k_p_P31_to_He4_Si28)*Y(P31)*Y(H1)*state.rho + screened_rates(k_He4_Si28_to_p_P31_derived)*Y(He4)*Y(Si28)*state.rho);
 
     ydot_nuc(S32) =
-        (screened_rates(k_He4_Si28_to_S32)*Y(He4)*Y(Si28)*state.rho + -screened_rates(k_S32_to_He4_Si28)*Y(S32)) +
-        (screened_rates(k_p_P31_to_S32)*Y(P31)*Y(H1)*state.rho + -screened_rates(k_S32_to_p_P31)*Y(S32)) +
+        (screened_rates(k_He4_Si28_to_S32)*Y(He4)*Y(Si28)*state.rho + -screened_rates(k_S32_to_He4_Si28_derived)*Y(S32)) +
+        (screened_rates(k_p_P31_to_S32)*Y(P31)*Y(H1)*state.rho + -screened_rates(k_S32_to_p_P31_derived)*Y(S32)) +
         0.5*screened_rates(k_O16_O16_to_S32_modified)*amrex::Math::powi<2>(Y(O16))*state.rho +
         (-screened_rates(k_S32_He4_to_Ar36_approx)*Y(He4)*Y(S32)*state.rho + screened_rates(k_Ar36_to_S32_He4_approx)*Y(Ar36));
 
@@ -2026,34 +2026,34 @@ void jac_nuc(const burn_t& state,
 
     amrex::Real scratch;
 
-    scratch = -screened_rates(k_p_Al27_to_He4_Mg24)*Y(Al27)*state.rho - screened_rates(k_p_Al27_to_Si28)*Y(Al27)*state.rho - screened_rates(k_p_C12_to_N13)*Y(C12)*state.rho - screened_rates(k_p_C13_to_N14)*Y(C13)*state.rho - screened_rates(k_p_F17_to_He4_O14)*Y(F17)*state.rho - screened_rates(k_p_F17_to_Ne18)*Y(F17)*state.rho - screened_rates(k_p_F18_to_He4_O15)*Y(F18)*state.rho - screened_rates(k_p_F18_to_Ne19)*Y(F18)*state.rho - screened_rates(k_p_F19_to_He4_O16)*Y(F19)*state.rho - screened_rates(k_p_F19_to_Ne20)*Y(F19)*state.rho - screened_rates(k_p_N13_to_O14)*Y(N13)*state.rho - screened_rates(k_p_N14_to_O15)*Y(N14)*state.rho - screened_rates(k_p_N15_to_He4_C12)*Y(N15)*state.rho - screened_rates(k_p_N15_to_O16)*Y(N15)*state.rho - screened_rates(k_p_Na22_to_He4_Ne19)*Y(Na22)*state.rho - screened_rates(k_p_Na23_to_He4_Ne20)*Y(Na23)*state.rho - screened_rates(k_p_Na23_to_Mg24)*Y(Na23)*state.rho - screened_rates(k_p_Ne20_to_He4_F17)*Y(Ne20)*state.rho - screened_rates(k_p_Ne21_to_He4_F18)*Y(Ne21)*state.rho - screened_rates(k_p_Ne21_to_Na22)*Y(Ne21)*state.rho - screened_rates(k_p_O16_to_F17)*Y(O16)*state.rho - screened_rates(k_p_O16_to_He4_N13)*Y(O16)*state.rho - screened_rates(k_p_O17_to_F18)*Y(O17)*state.rho - screened_rates(k_p_O17_to_He4_N14)*Y(O17)*state.rho - screened_rates(k_p_O18_to_F19)*Y(O18)*state.rho - screened_rates(k_p_O18_to_He4_N15)*Y(O18)*state.rho - screened_rates(k_p_P31_to_He4_Si28)*Y(P31)*state.rho - screened_rates(k_p_P31_to_S32)*Y(P31)*state.rho;
+    scratch = -screened_rates(k_p_Al27_to_He4_Mg24)*Y(Al27)*state.rho - screened_rates(k_p_Al27_to_Si28)*Y(Al27)*state.rho - screened_rates(k_p_C12_to_N13)*Y(C12)*state.rho - screened_rates(k_p_C13_to_N14)*Y(C13)*state.rho - screened_rates(k_p_F17_to_He4_O14_derived)*Y(F17)*state.rho - screened_rates(k_p_F17_to_Ne18)*Y(F17)*state.rho - screened_rates(k_p_F18_to_He4_O15)*Y(F18)*state.rho - screened_rates(k_p_F18_to_Ne19)*Y(F18)*state.rho - screened_rates(k_p_F19_to_He4_O16)*Y(F19)*state.rho - screened_rates(k_p_F19_to_Ne20)*Y(F19)*state.rho - screened_rates(k_p_N13_to_O14)*Y(N13)*state.rho - screened_rates(k_p_N14_to_O15)*Y(N14)*state.rho - screened_rates(k_p_N15_to_He4_C12)*Y(N15)*state.rho - screened_rates(k_p_N15_to_O16)*Y(N15)*state.rho - screened_rates(k_p_Na22_to_He4_Ne19_derived)*Y(Na22)*state.rho - screened_rates(k_p_Na23_to_He4_Ne20)*Y(Na23)*state.rho - screened_rates(k_p_Na23_to_Mg24)*Y(Na23)*state.rho - screened_rates(k_p_Ne20_to_He4_F17)*Y(Ne20)*state.rho - screened_rates(k_p_Ne21_to_He4_F18_derived)*Y(Ne21)*state.rho - screened_rates(k_p_Ne21_to_Na22)*Y(Ne21)*state.rho - screened_rates(k_p_O16_to_F17)*Y(O16)*state.rho - screened_rates(k_p_O16_to_He4_N13_derived)*Y(O16)*state.rho - screened_rates(k_p_O17_to_F18)*Y(O17)*state.rho - screened_rates(k_p_O17_to_He4_N14)*Y(O17)*state.rho - screened_rates(k_p_O18_to_F19)*Y(O18)*state.rho - screened_rates(k_p_O18_to_He4_N15)*Y(O18)*state.rho - screened_rates(k_p_P31_to_He4_Si28)*Y(P31)*state.rho - screened_rates(k_p_P31_to_S32)*Y(P31)*state.rho;
     jac.set(H1, H1, scratch);
 
-    scratch = screened_rates(k_He4_C12_to_p_N15)*Y(C12)*state.rho + screened_rates(k_He4_F17_to_p_Ne20)*Y(F17)*state.rho + screened_rates(k_He4_F18_to_p_Ne21)*Y(F18)*state.rho + screened_rates(k_He4_Mg24_to_p_Al27)*Y(Mg24)*state.rho + screened_rates(k_He4_N13_to_p_O16)*Y(N13)*state.rho + screened_rates(k_He4_N14_to_p_O17)*Y(N14)*state.rho + screened_rates(k_He4_N15_to_p_O18)*Y(N15)*state.rho + screened_rates(k_He4_Ne19_to_p_Na22)*Y(Ne19)*state.rho + screened_rates(k_He4_Ne20_to_p_Na23)*Y(Ne20)*state.rho + screened_rates(k_He4_O14_to_p_F17)*Y(O14)*state.rho + screened_rates(k_He4_O15_to_p_F18)*Y(O15)*state.rho + screened_rates(k_He4_O16_to_p_F19)*Y(O16)*state.rho + screened_rates(k_He4_Si28_to_p_P31)*Y(Si28)*state.rho;
+    scratch = screened_rates(k_He4_C12_to_p_N15_derived)*Y(C12)*state.rho + screened_rates(k_He4_F17_to_p_Ne20_derived)*Y(F17)*state.rho + screened_rates(k_He4_F18_to_p_Ne21)*Y(F18)*state.rho + screened_rates(k_He4_Mg24_to_p_Al27_derived)*Y(Mg24)*state.rho + screened_rates(k_He4_N13_to_p_O16)*Y(N13)*state.rho + screened_rates(k_He4_N14_to_p_O17_derived)*Y(N14)*state.rho + screened_rates(k_He4_N15_to_p_O18_derived)*Y(N15)*state.rho + screened_rates(k_He4_Ne19_to_p_Na22)*Y(Ne19)*state.rho + screened_rates(k_He4_Ne20_to_p_Na23_derived)*Y(Ne20)*state.rho + screened_rates(k_He4_O14_to_p_F17)*Y(O14)*state.rho + screened_rates(k_He4_O15_to_p_F18_derived)*Y(O15)*state.rho + screened_rates(k_He4_O16_to_p_F19_derived)*Y(O16)*state.rho + screened_rates(k_He4_Si28_to_p_P31_derived)*Y(Si28)*state.rho;
     jac.set(H1, He4, scratch);
 
-    scratch = 1.0*screened_rates(k_C12_C12_to_p_Na23)*Y(C12)*state.rho + screened_rates(k_C12_O16_to_p_Al27)*Y(O16)*state.rho + screened_rates(k_He4_C12_to_p_N15)*Y(He4)*state.rho - screened_rates(k_p_C12_to_N13)*Y(H1)*state.rho;
+    scratch = 1.0*screened_rates(k_C12_C12_to_p_Na23)*Y(C12)*state.rho + screened_rates(k_C12_O16_to_p_Al27)*Y(O16)*state.rho + screened_rates(k_He4_C12_to_p_N15_derived)*Y(He4)*state.rho - screened_rates(k_p_C12_to_N13)*Y(H1)*state.rho;
     jac.set(H1, C12, scratch);
 
     scratch = -screened_rates(k_p_C13_to_N14)*Y(H1)*state.rho;
     jac.set(H1, C13, scratch);
 
-    scratch = screened_rates(k_He4_N13_to_p_O16)*Y(He4)*state.rho + screened_rates(k_N13_to_p_C12) - screened_rates(k_p_N13_to_O14)*Y(H1)*state.rho;
+    scratch = screened_rates(k_He4_N13_to_p_O16)*Y(He4)*state.rho + screened_rates(k_N13_to_p_C12_derived) - screened_rates(k_p_N13_to_O14)*Y(H1)*state.rho;
     jac.set(H1, N13, scratch);
 
-    scratch = screened_rates(k_He4_N14_to_p_O17)*Y(He4)*state.rho + screened_rates(k_N14_to_p_C13) - screened_rates(k_p_N14_to_O15)*Y(H1)*state.rho;
+    scratch = screened_rates(k_He4_N14_to_p_O17_derived)*Y(He4)*state.rho + screened_rates(k_N14_to_p_C13_derived) - screened_rates(k_p_N14_to_O15)*Y(H1)*state.rho;
     jac.set(H1, N14, scratch);
 
-    scratch = screened_rates(k_He4_N15_to_p_O18)*Y(He4)*state.rho - screened_rates(k_p_N15_to_He4_C12)*Y(H1)*state.rho - screened_rates(k_p_N15_to_O16)*Y(H1)*state.rho;
+    scratch = screened_rates(k_He4_N15_to_p_O18_derived)*Y(He4)*state.rho - screened_rates(k_p_N15_to_He4_C12)*Y(H1)*state.rho - screened_rates(k_p_N15_to_O16)*Y(H1)*state.rho;
     jac.set(H1, N15, scratch);
 
-    scratch = screened_rates(k_He4_O14_to_p_F17)*Y(He4)*state.rho + screened_rates(k_O14_to_p_N13);
+    scratch = screened_rates(k_He4_O14_to_p_F17)*Y(He4)*state.rho + screened_rates(k_O14_to_p_N13_derived);
     jac.set(H1, O14, scratch);
 
-    scratch = screened_rates(k_He4_O15_to_p_F18)*Y(He4)*state.rho + screened_rates(k_O15_to_p_N14);
+    scratch = screened_rates(k_He4_O15_to_p_F18_derived)*Y(He4)*state.rho + screened_rates(k_O15_to_p_N14_derived);
     jac.set(H1, O15, scratch);
 
-    scratch = screened_rates(k_C12_O16_to_p_Al27)*Y(C12)*state.rho + screened_rates(k_He4_O16_to_p_F19)*Y(He4)*state.rho + 1.0*screened_rates(k_O16_O16_to_p_P31)*Y(O16)*state.rho + screened_rates(k_O16_to_p_N15) - screened_rates(k_p_O16_to_F17)*Y(H1)*state.rho - screened_rates(k_p_O16_to_He4_N13)*Y(H1)*state.rho;
+    scratch = screened_rates(k_C12_O16_to_p_Al27)*Y(C12)*state.rho + screened_rates(k_He4_O16_to_p_F19_derived)*Y(He4)*state.rho + 1.0*screened_rates(k_O16_O16_to_p_P31)*Y(O16)*state.rho + screened_rates(k_O16_to_p_N15_derived) - screened_rates(k_p_O16_to_F17)*Y(H1)*state.rho - screened_rates(k_p_O16_to_He4_N13_derived)*Y(H1)*state.rho;
     jac.set(H1, O16, scratch);
 
     scratch = -screened_rates(k_p_O17_to_F18)*Y(H1)*state.rho - screened_rates(k_p_O17_to_He4_N14)*Y(H1)*state.rho;
@@ -2062,73 +2062,73 @@ void jac_nuc(const burn_t& state,
     scratch = -screened_rates(k_p_O18_to_F19)*Y(H1)*state.rho - screened_rates(k_p_O18_to_He4_N15)*Y(H1)*state.rho;
     jac.set(H1, O18, scratch);
 
-    scratch = screened_rates(k_F17_to_p_O16) + screened_rates(k_He4_F17_to_p_Ne20)*Y(He4)*state.rho - screened_rates(k_p_F17_to_He4_O14)*Y(H1)*state.rho - screened_rates(k_p_F17_to_Ne18)*Y(H1)*state.rho;
+    scratch = screened_rates(k_F17_to_p_O16_derived) + screened_rates(k_He4_F17_to_p_Ne20_derived)*Y(He4)*state.rho - screened_rates(k_p_F17_to_He4_O14_derived)*Y(H1)*state.rho - screened_rates(k_p_F17_to_Ne18)*Y(H1)*state.rho;
     jac.set(H1, F17, scratch);
 
-    scratch = screened_rates(k_F18_to_p_O17) + screened_rates(k_He4_F18_to_p_Ne21)*Y(He4)*state.rho - screened_rates(k_p_F18_to_He4_O15)*Y(H1)*state.rho - screened_rates(k_p_F18_to_Ne19)*Y(H1)*state.rho;
+    scratch = screened_rates(k_F18_to_p_O17_derived) + screened_rates(k_He4_F18_to_p_Ne21)*Y(He4)*state.rho - screened_rates(k_p_F18_to_He4_O15)*Y(H1)*state.rho - screened_rates(k_p_F18_to_Ne19)*Y(H1)*state.rho;
     jac.set(H1, F18, scratch);
 
-    scratch = screened_rates(k_F19_to_p_O18) - screened_rates(k_p_F19_to_He4_O16)*Y(H1)*state.rho - screened_rates(k_p_F19_to_Ne20)*Y(H1)*state.rho;
+    scratch = screened_rates(k_F19_to_p_O18_derived) - screened_rates(k_p_F19_to_He4_O16)*Y(H1)*state.rho - screened_rates(k_p_F19_to_Ne20)*Y(H1)*state.rho;
     jac.set(H1, F19, scratch);
 
-    scratch = screened_rates(k_Ne18_to_p_F17);
+    scratch = screened_rates(k_Ne18_to_p_F17_derived);
     jac.set(H1, Ne18, scratch);
 
-    scratch = screened_rates(k_He4_Ne19_to_p_Na22)*Y(He4)*state.rho + screened_rates(k_Ne19_to_p_F18);
+    scratch = screened_rates(k_He4_Ne19_to_p_Na22)*Y(He4)*state.rho + screened_rates(k_Ne19_to_p_F18_derived);
     jac.set(H1, Ne19, scratch);
 
-    scratch = screened_rates(k_He4_Ne20_to_p_Na23)*Y(He4)*state.rho + screened_rates(k_Ne20_to_p_F19) - screened_rates(k_p_Ne20_to_He4_F17)*Y(H1)*state.rho;
+    scratch = screened_rates(k_He4_Ne20_to_p_Na23_derived)*Y(He4)*state.rho + screened_rates(k_Ne20_to_p_F19_derived) - screened_rates(k_p_Ne20_to_He4_F17)*Y(H1)*state.rho;
     jac.set(H1, Ne20, scratch);
 
-    scratch = -screened_rates(k_p_Ne21_to_He4_F18)*Y(H1)*state.rho - screened_rates(k_p_Ne21_to_Na22)*Y(H1)*state.rho;
+    scratch = -screened_rates(k_p_Ne21_to_He4_F18_derived)*Y(H1)*state.rho - screened_rates(k_p_Ne21_to_Na22)*Y(H1)*state.rho;
     jac.set(H1, Ne21, scratch);
 
-    scratch = screened_rates(k_Na22_to_p_Ne21) - screened_rates(k_p_Na22_to_He4_Ne19)*Y(H1)*state.rho;
+    scratch = screened_rates(k_Na22_to_p_Ne21_derived) - screened_rates(k_p_Na22_to_He4_Ne19_derived)*Y(H1)*state.rho;
     jac.set(H1, Na22, scratch);
 
     scratch = -screened_rates(k_p_Na23_to_He4_Ne20)*Y(H1)*state.rho - screened_rates(k_p_Na23_to_Mg24)*Y(H1)*state.rho;
     jac.set(H1, Na23, scratch);
 
-    scratch = screened_rates(k_He4_Mg24_to_p_Al27)*Y(He4)*state.rho + screened_rates(k_Mg24_to_p_Na23);
+    scratch = screened_rates(k_He4_Mg24_to_p_Al27_derived)*Y(He4)*state.rho + screened_rates(k_Mg24_to_p_Na23_derived);
     jac.set(H1, Mg24, scratch);
 
     scratch = -screened_rates(k_p_Al27_to_He4_Mg24)*Y(H1)*state.rho - screened_rates(k_p_Al27_to_Si28)*Y(H1)*state.rho;
     jac.set(H1, Al27, scratch);
 
-    scratch = screened_rates(k_He4_Si28_to_p_P31)*Y(He4)*state.rho + screened_rates(k_Si28_to_p_Al27);
+    scratch = screened_rates(k_He4_Si28_to_p_P31_derived)*Y(He4)*state.rho + screened_rates(k_Si28_to_p_Al27_derived);
     jac.set(H1, Si28, scratch);
 
     scratch = -screened_rates(k_p_P31_to_He4_Si28)*Y(H1)*state.rho - screened_rates(k_p_P31_to_S32)*Y(H1)*state.rho;
     jac.set(H1, P31, scratch);
 
-    scratch = screened_rates(k_S32_to_p_P31);
+    scratch = screened_rates(k_S32_to_p_P31_derived);
     jac.set(H1, S32, scratch);
 
-    scratch = screened_rates(k_p_Al27_to_He4_Mg24)*Y(Al27)*state.rho + screened_rates(k_p_F17_to_He4_O14)*Y(F17)*state.rho + screened_rates(k_p_F18_to_He4_O15)*Y(F18)*state.rho + screened_rates(k_p_F19_to_He4_O16)*Y(F19)*state.rho + screened_rates(k_p_N15_to_He4_C12)*Y(N15)*state.rho + screened_rates(k_p_Na22_to_He4_Ne19)*Y(Na22)*state.rho + screened_rates(k_p_Na23_to_He4_Ne20)*Y(Na23)*state.rho + screened_rates(k_p_Ne20_to_He4_F17)*Y(Ne20)*state.rho + screened_rates(k_p_Ne21_to_He4_F18)*Y(Ne21)*state.rho + screened_rates(k_p_O16_to_He4_N13)*Y(O16)*state.rho + screened_rates(k_p_O17_to_He4_N14)*Y(O17)*state.rho + screened_rates(k_p_O18_to_He4_N15)*Y(O18)*state.rho + screened_rates(k_p_P31_to_He4_Si28)*Y(P31)*state.rho;
+    scratch = screened_rates(k_p_Al27_to_He4_Mg24)*Y(Al27)*state.rho + screened_rates(k_p_F17_to_He4_O14_derived)*Y(F17)*state.rho + screened_rates(k_p_F18_to_He4_O15)*Y(F18)*state.rho + screened_rates(k_p_F19_to_He4_O16)*Y(F19)*state.rho + screened_rates(k_p_N15_to_He4_C12)*Y(N15)*state.rho + screened_rates(k_p_Na22_to_He4_Ne19_derived)*Y(Na22)*state.rho + screened_rates(k_p_Na23_to_He4_Ne20)*Y(Na23)*state.rho + screened_rates(k_p_Ne20_to_He4_F17)*Y(Ne20)*state.rho + screened_rates(k_p_Ne21_to_He4_F18_derived)*Y(Ne21)*state.rho + screened_rates(k_p_O16_to_He4_N13_derived)*Y(O16)*state.rho + screened_rates(k_p_O17_to_He4_N14)*Y(O17)*state.rho + screened_rates(k_p_O18_to_He4_N15)*Y(O18)*state.rho + screened_rates(k_p_P31_to_He4_Si28)*Y(P31)*state.rho;
     jac.set(He4, H1, scratch);
 
-    scratch = -screened_rates(k_Ar36_He4_to_Ca40_approx)*Y(Ar36)*state.rho - screened_rates(k_Ca40_He4_to_Ti44_approx)*Y(Ca40)*state.rho - screened_rates(k_Cr48_He4_to_Fe52_approx)*Y(Cr48)*state.rho - screened_rates(k_Fe52_He4_to_Ni56_approx)*Y(Fe52)*state.rho - screened_rates(k_He4_C12_to_O16)*Y(C12)*state.rho - screened_rates(k_He4_C12_to_p_N15)*Y(C12)*state.rho - screened_rates(k_He4_F17_to_p_Ne20)*Y(F17)*state.rho - screened_rates(k_He4_F18_to_Na22)*Y(F18)*state.rho - screened_rates(k_He4_F18_to_p_Ne21)*Y(F18)*state.rho - screened_rates(k_He4_F19_to_Na23)*Y(F19)*state.rho - 1.5*screened_rates(k_He4_He4_He4_to_C12)*amrex::Math::powi<2>(Y(He4))*amrex::Math::powi<2>(state.rho) - screened_rates(k_He4_Mg24_to_Si28)*Y(Mg24)*state.rho - screened_rates(k_He4_Mg24_to_p_Al27)*Y(Mg24)*state.rho - screened_rates(k_He4_N13_to_p_O16)*Y(N13)*state.rho - screened_rates(k_He4_N14_to_F18)*Y(N14)*state.rho - screened_rates(k_He4_N14_to_p_O17)*Y(N14)*state.rho - screened_rates(k_He4_N15_to_F19)*Y(N15)*state.rho - screened_rates(k_He4_N15_to_p_O18)*Y(N15)*state.rho - screened_rates(k_He4_Ne18_to_Mg22)*Y(Ne18)*state.rho - screened_rates(k_He4_Ne19_to_p_Na22)*Y(Ne19)*state.rho - screened_rates(k_He4_Ne20_to_Mg24)*Y(Ne20)*state.rho - screened_rates(k_He4_Ne20_to_p_Na23)*Y(Ne20)*state.rho - screened_rates(k_He4_O14_to_Ne18)*Y(O14)*state.rho - screened_rates(k_He4_O14_to_p_F17)*Y(O14)*state.rho - screened_rates(k_He4_O15_to_Ne19)*Y(O15)*state.rho - screened_rates(k_He4_O15_to_p_F18)*Y(O15)*state.rho - screened_rates(k_He4_O16_to_Ne20)*Y(O16)*state.rho - screened_rates(k_He4_O16_to_p_F19)*Y(O16)*state.rho - screened_rates(k_He4_O17_to_Ne21)*Y(O17)*state.rho - screened_rates(k_He4_Si28_to_S32)*Y(Si28)*state.rho - screened_rates(k_He4_Si28_to_p_P31)*Y(Si28)*state.rho - screened_rates(k_S32_He4_to_Ar36_approx)*Y(S32)*state.rho - screened_rates(k_Ti44_He4_to_Cr48_approx)*Y(Ti44)*state.rho;
+    scratch = -screened_rates(k_Ar36_He4_to_Ca40_approx)*Y(Ar36)*state.rho - screened_rates(k_Ca40_He4_to_Ti44_approx)*Y(Ca40)*state.rho - screened_rates(k_Cr48_He4_to_Fe52_approx)*Y(Cr48)*state.rho - screened_rates(k_Fe52_He4_to_Ni56_approx)*Y(Fe52)*state.rho - screened_rates(k_He4_C12_to_O16)*Y(C12)*state.rho - screened_rates(k_He4_C12_to_p_N15_derived)*Y(C12)*state.rho - screened_rates(k_He4_F17_to_p_Ne20_derived)*Y(F17)*state.rho - screened_rates(k_He4_F18_to_Na22)*Y(F18)*state.rho - screened_rates(k_He4_F18_to_p_Ne21)*Y(F18)*state.rho - screened_rates(k_He4_F19_to_Na23)*Y(F19)*state.rho - 1.5*screened_rates(k_He4_He4_He4_to_C12)*amrex::Math::powi<2>(Y(He4))*amrex::Math::powi<2>(state.rho) - screened_rates(k_He4_Mg24_to_Si28)*Y(Mg24)*state.rho - screened_rates(k_He4_Mg24_to_p_Al27_derived)*Y(Mg24)*state.rho - screened_rates(k_He4_N13_to_p_O16)*Y(N13)*state.rho - screened_rates(k_He4_N14_to_F18)*Y(N14)*state.rho - screened_rates(k_He4_N14_to_p_O17_derived)*Y(N14)*state.rho - screened_rates(k_He4_N15_to_F19)*Y(N15)*state.rho - screened_rates(k_He4_N15_to_p_O18_derived)*Y(N15)*state.rho - screened_rates(k_He4_Ne18_to_Mg22)*Y(Ne18)*state.rho - screened_rates(k_He4_Ne19_to_p_Na22)*Y(Ne19)*state.rho - screened_rates(k_He4_Ne20_to_Mg24)*Y(Ne20)*state.rho - screened_rates(k_He4_Ne20_to_p_Na23_derived)*Y(Ne20)*state.rho - screened_rates(k_He4_O14_to_Ne18)*Y(O14)*state.rho - screened_rates(k_He4_O14_to_p_F17)*Y(O14)*state.rho - screened_rates(k_He4_O15_to_Ne19)*Y(O15)*state.rho - screened_rates(k_He4_O15_to_p_F18_derived)*Y(O15)*state.rho - screened_rates(k_He4_O16_to_Ne20)*Y(O16)*state.rho - screened_rates(k_He4_O16_to_p_F19_derived)*Y(O16)*state.rho - screened_rates(k_He4_O17_to_Ne21)*Y(O17)*state.rho - screened_rates(k_He4_Si28_to_S32)*Y(Si28)*state.rho - screened_rates(k_He4_Si28_to_p_P31_derived)*Y(Si28)*state.rho - screened_rates(k_S32_He4_to_Ar36_approx)*Y(S32)*state.rho - screened_rates(k_Ti44_He4_to_Cr48_approx)*Y(Ti44)*state.rho;
     jac.set(He4, He4, scratch);
 
-    scratch = 1.0*screened_rates(k_C12_C12_to_He4_Ne20)*Y(C12)*state.rho + screened_rates(k_C12_O16_to_He4_Mg24)*Y(O16)*state.rho + 3.0*screened_rates(k_C12_to_He4_He4_He4) - screened_rates(k_He4_C12_to_O16)*Y(He4)*state.rho - screened_rates(k_He4_C12_to_p_N15)*Y(He4)*state.rho;
+    scratch = 1.0*screened_rates(k_C12_C12_to_He4_Ne20)*Y(C12)*state.rho + screened_rates(k_C12_O16_to_He4_Mg24)*Y(O16)*state.rho + 3.0*screened_rates(k_C12_to_He4_He4_He4_derived) - screened_rates(k_He4_C12_to_O16)*Y(He4)*state.rho - screened_rates(k_He4_C12_to_p_N15_derived)*Y(He4)*state.rho;
     jac.set(He4, C12, scratch);
 
     scratch = -screened_rates(k_He4_N13_to_p_O16)*Y(He4)*state.rho;
     jac.set(He4, N13, scratch);
 
-    scratch = -screened_rates(k_He4_N14_to_F18)*Y(He4)*state.rho - screened_rates(k_He4_N14_to_p_O17)*Y(He4)*state.rho;
+    scratch = -screened_rates(k_He4_N14_to_F18)*Y(He4)*state.rho - screened_rates(k_He4_N14_to_p_O17_derived)*Y(He4)*state.rho;
     jac.set(He4, N14, scratch);
 
-    scratch = -screened_rates(k_He4_N15_to_F19)*Y(He4)*state.rho - screened_rates(k_He4_N15_to_p_O18)*Y(He4)*state.rho + screened_rates(k_p_N15_to_He4_C12)*Y(H1)*state.rho;
+    scratch = -screened_rates(k_He4_N15_to_F19)*Y(He4)*state.rho - screened_rates(k_He4_N15_to_p_O18_derived)*Y(He4)*state.rho + screened_rates(k_p_N15_to_He4_C12)*Y(H1)*state.rho;
     jac.set(He4, N15, scratch);
 
     scratch = -screened_rates(k_He4_O14_to_Ne18)*Y(He4)*state.rho - screened_rates(k_He4_O14_to_p_F17)*Y(He4)*state.rho;
     jac.set(He4, O14, scratch);
 
-    scratch = -screened_rates(k_He4_O15_to_Ne19)*Y(He4)*state.rho - screened_rates(k_He4_O15_to_p_F18)*Y(He4)*state.rho;
+    scratch = -screened_rates(k_He4_O15_to_Ne19)*Y(He4)*state.rho - screened_rates(k_He4_O15_to_p_F18_derived)*Y(He4)*state.rho;
     jac.set(He4, O15, scratch);
 
-    scratch = screened_rates(k_C12_O16_to_He4_Mg24)*Y(C12)*state.rho - screened_rates(k_He4_O16_to_Ne20)*Y(He4)*state.rho - screened_rates(k_He4_O16_to_p_F19)*Y(He4)*state.rho + 1.0*screened_rates(k_O16_O16_to_He4_Si28)*Y(O16)*state.rho + screened_rates(k_O16_to_He4_C12) + screened_rates(k_p_O16_to_He4_N13)*Y(H1)*state.rho;
+    scratch = screened_rates(k_C12_O16_to_He4_Mg24)*Y(C12)*state.rho - screened_rates(k_He4_O16_to_Ne20)*Y(He4)*state.rho - screened_rates(k_He4_O16_to_p_F19_derived)*Y(He4)*state.rho + 1.0*screened_rates(k_O16_O16_to_He4_Si28)*Y(O16)*state.rho + screened_rates(k_O16_to_He4_C12_derived) + screened_rates(k_p_O16_to_He4_N13_derived)*Y(H1)*state.rho;
     jac.set(He4, O16, scratch);
 
     scratch = -screened_rates(k_He4_O17_to_Ne21)*Y(He4)*state.rho + screened_rates(k_p_O17_to_He4_N14)*Y(H1)*state.rho;
@@ -2137,49 +2137,49 @@ void jac_nuc(const burn_t& state,
     scratch = screened_rates(k_p_O18_to_He4_N15)*Y(H1)*state.rho;
     jac.set(He4, O18, scratch);
 
-    scratch = -screened_rates(k_He4_F17_to_p_Ne20)*Y(He4)*state.rho + screened_rates(k_p_F17_to_He4_O14)*Y(H1)*state.rho;
+    scratch = -screened_rates(k_He4_F17_to_p_Ne20_derived)*Y(He4)*state.rho + screened_rates(k_p_F17_to_He4_O14_derived)*Y(H1)*state.rho;
     jac.set(He4, F17, scratch);
 
-    scratch = screened_rates(k_F18_to_He4_N14) - screened_rates(k_He4_F18_to_Na22)*Y(He4)*state.rho - screened_rates(k_He4_F18_to_p_Ne21)*Y(He4)*state.rho + screened_rates(k_p_F18_to_He4_O15)*Y(H1)*state.rho;
+    scratch = screened_rates(k_F18_to_He4_N14_derived) - screened_rates(k_He4_F18_to_Na22)*Y(He4)*state.rho - screened_rates(k_He4_F18_to_p_Ne21)*Y(He4)*state.rho + screened_rates(k_p_F18_to_He4_O15)*Y(H1)*state.rho;
     jac.set(He4, F18, scratch);
 
-    scratch = screened_rates(k_F19_to_He4_N15) - screened_rates(k_He4_F19_to_Na23)*Y(He4)*state.rho + screened_rates(k_p_F19_to_He4_O16)*Y(H1)*state.rho;
+    scratch = screened_rates(k_F19_to_He4_N15_derived) - screened_rates(k_He4_F19_to_Na23)*Y(He4)*state.rho + screened_rates(k_p_F19_to_He4_O16)*Y(H1)*state.rho;
     jac.set(He4, F19, scratch);
 
-    scratch = -screened_rates(k_He4_Ne18_to_Mg22)*Y(He4)*state.rho + screened_rates(k_Ne18_to_He4_O14);
+    scratch = -screened_rates(k_He4_Ne18_to_Mg22)*Y(He4)*state.rho + screened_rates(k_Ne18_to_He4_O14_derived);
     jac.set(He4, Ne18, scratch);
 
-    scratch = -screened_rates(k_He4_Ne19_to_p_Na22)*Y(He4)*state.rho + screened_rates(k_Ne19_to_He4_O15);
+    scratch = -screened_rates(k_He4_Ne19_to_p_Na22)*Y(He4)*state.rho + screened_rates(k_Ne19_to_He4_O15_derived);
     jac.set(He4, Ne19, scratch);
 
-    scratch = -screened_rates(k_He4_Ne20_to_Mg24)*Y(He4)*state.rho - screened_rates(k_He4_Ne20_to_p_Na23)*Y(He4)*state.rho + screened_rates(k_Ne20_to_He4_O16) + screened_rates(k_p_Ne20_to_He4_F17)*Y(H1)*state.rho;
+    scratch = -screened_rates(k_He4_Ne20_to_Mg24)*Y(He4)*state.rho - screened_rates(k_He4_Ne20_to_p_Na23_derived)*Y(He4)*state.rho + screened_rates(k_Ne20_to_He4_O16_derived) + screened_rates(k_p_Ne20_to_He4_F17)*Y(H1)*state.rho;
     jac.set(He4, Ne20, scratch);
 
-    scratch = screened_rates(k_Ne21_to_He4_O17) + screened_rates(k_p_Ne21_to_He4_F18)*Y(H1)*state.rho;
+    scratch = screened_rates(k_Ne21_to_He4_O17_derived) + screened_rates(k_p_Ne21_to_He4_F18_derived)*Y(H1)*state.rho;
     jac.set(He4, Ne21, scratch);
 
-    scratch = screened_rates(k_Na22_to_He4_F18) + screened_rates(k_p_Na22_to_He4_Ne19)*Y(H1)*state.rho;
+    scratch = screened_rates(k_Na22_to_He4_F18_derived) + screened_rates(k_p_Na22_to_He4_Ne19_derived)*Y(H1)*state.rho;
     jac.set(He4, Na22, scratch);
 
-    scratch = screened_rates(k_Na23_to_He4_F19) + screened_rates(k_p_Na23_to_He4_Ne20)*Y(H1)*state.rho;
+    scratch = screened_rates(k_Na23_to_He4_F19_derived) + screened_rates(k_p_Na23_to_He4_Ne20)*Y(H1)*state.rho;
     jac.set(He4, Na23, scratch);
 
-    scratch = screened_rates(k_Mg22_to_He4_Ne18);
+    scratch = screened_rates(k_Mg22_to_He4_Ne18_derived);
     jac.set(He4, Mg22, scratch);
 
-    scratch = -screened_rates(k_He4_Mg24_to_Si28)*Y(He4)*state.rho - screened_rates(k_He4_Mg24_to_p_Al27)*Y(He4)*state.rho + screened_rates(k_Mg24_to_He4_Ne20);
+    scratch = -screened_rates(k_He4_Mg24_to_Si28)*Y(He4)*state.rho - screened_rates(k_He4_Mg24_to_p_Al27_derived)*Y(He4)*state.rho + screened_rates(k_Mg24_to_He4_Ne20_derived);
     jac.set(He4, Mg24, scratch);
 
     scratch = screened_rates(k_p_Al27_to_He4_Mg24)*Y(H1)*state.rho;
     jac.set(He4, Al27, scratch);
 
-    scratch = -screened_rates(k_He4_Si28_to_S32)*Y(He4)*state.rho - screened_rates(k_He4_Si28_to_p_P31)*Y(He4)*state.rho + screened_rates(k_Si28_to_He4_Mg24);
+    scratch = -screened_rates(k_He4_Si28_to_S32)*Y(He4)*state.rho - screened_rates(k_He4_Si28_to_p_P31_derived)*Y(He4)*state.rho + screened_rates(k_Si28_to_He4_Mg24_derived);
     jac.set(He4, Si28, scratch);
 
     scratch = screened_rates(k_p_P31_to_He4_Si28)*Y(H1)*state.rho;
     jac.set(He4, P31, scratch);
 
-    scratch = -screened_rates(k_S32_He4_to_Ar36_approx)*Y(He4)*state.rho + screened_rates(k_S32_to_He4_Si28);
+    scratch = -screened_rates(k_S32_He4_to_Ar36_approx)*Y(He4)*state.rho + screened_rates(k_S32_to_He4_Si28_derived);
     jac.set(He4, S32, scratch);
 
     scratch = -screened_rates(k_Ar36_He4_to_Ca40_approx)*Y(He4)*state.rho + screened_rates(k_Ar36_to_S32_He4_approx);
@@ -2203,19 +2203,19 @@ void jac_nuc(const burn_t& state,
     scratch = -screened_rates(k_p_C12_to_N13)*Y(C12)*state.rho + screened_rates(k_p_N15_to_He4_C12)*Y(N15)*state.rho;
     jac.set(C12, H1, scratch);
 
-    scratch = -screened_rates(k_He4_C12_to_O16)*Y(C12)*state.rho - screened_rates(k_He4_C12_to_p_N15)*Y(C12)*state.rho + 0.5*screened_rates(k_He4_He4_He4_to_C12)*amrex::Math::powi<2>(Y(He4))*amrex::Math::powi<2>(state.rho);
+    scratch = -screened_rates(k_He4_C12_to_O16)*Y(C12)*state.rho - screened_rates(k_He4_C12_to_p_N15_derived)*Y(C12)*state.rho + 0.5*screened_rates(k_He4_He4_He4_to_C12)*amrex::Math::powi<2>(Y(He4))*amrex::Math::powi<2>(state.rho);
     jac.set(C12, He4, scratch);
 
-    scratch = -2.0*screened_rates(k_C12_C12_to_He4_Ne20)*Y(C12)*state.rho - 2.0*screened_rates(k_C12_C12_to_Mg24_modified)*Y(C12)*state.rho - 2.0*screened_rates(k_C12_C12_to_p_Na23)*Y(C12)*state.rho - screened_rates(k_C12_O16_to_He4_Mg24)*Y(O16)*state.rho - screened_rates(k_C12_O16_to_Si28_modified)*Y(O16)*state.rho - screened_rates(k_C12_O16_to_p_Al27)*Y(O16)*state.rho - screened_rates(k_C12_to_He4_He4_He4) - screened_rates(k_He4_C12_to_O16)*Y(He4)*state.rho - screened_rates(k_He4_C12_to_p_N15)*Y(He4)*state.rho - screened_rates(k_p_C12_to_N13)*Y(H1)*state.rho;
+    scratch = -2.0*screened_rates(k_C12_C12_to_He4_Ne20)*Y(C12)*state.rho - 2.0*screened_rates(k_C12_C12_to_Mg24_modified)*Y(C12)*state.rho - 2.0*screened_rates(k_C12_C12_to_p_Na23)*Y(C12)*state.rho - screened_rates(k_C12_O16_to_He4_Mg24)*Y(O16)*state.rho - screened_rates(k_C12_O16_to_Si28_modified)*Y(O16)*state.rho - screened_rates(k_C12_O16_to_p_Al27)*Y(O16)*state.rho - screened_rates(k_C12_to_He4_He4_He4_derived) - screened_rates(k_He4_C12_to_O16)*Y(He4)*state.rho - screened_rates(k_He4_C12_to_p_N15_derived)*Y(He4)*state.rho - screened_rates(k_p_C12_to_N13)*Y(H1)*state.rho;
     jac.set(C12, C12, scratch);
 
-    scratch = screened_rates(k_N13_to_p_C12);
+    scratch = screened_rates(k_N13_to_p_C12_derived);
     jac.set(C12, N13, scratch);
 
     scratch = screened_rates(k_p_N15_to_He4_C12)*Y(H1)*state.rho;
     jac.set(C12, N15, scratch);
 
-    scratch = -screened_rates(k_C12_O16_to_He4_Mg24)*Y(C12)*state.rho - screened_rates(k_C12_O16_to_Si28_modified)*Y(C12)*state.rho - screened_rates(k_C12_O16_to_p_Al27)*Y(C12)*state.rho + screened_rates(k_O16_to_He4_C12);
+    scratch = -screened_rates(k_C12_O16_to_He4_Mg24)*Y(C12)*state.rho - screened_rates(k_C12_O16_to_Si28_modified)*Y(C12)*state.rho - screened_rates(k_C12_O16_to_p_Al27)*Y(C12)*state.rho + screened_rates(k_O16_to_He4_C12_derived);
     jac.set(C12, O16, scratch);
 
     scratch = -screened_rates(k_p_C13_to_N14)*Y(C13)*state.rho;
@@ -2227,10 +2227,10 @@ void jac_nuc(const burn_t& state,
     scratch = screened_rates(k_N13_to_C13_weak_wc12);
     jac.set(C13, N13, scratch);
 
-    scratch = screened_rates(k_N14_to_p_C13);
+    scratch = screened_rates(k_N14_to_p_C13_derived);
     jac.set(C13, N14, scratch);
 
-    scratch = screened_rates(k_p_C12_to_N13)*Y(C12)*state.rho - screened_rates(k_p_N13_to_O14)*Y(N13)*state.rho + screened_rates(k_p_O16_to_He4_N13)*Y(O16)*state.rho;
+    scratch = screened_rates(k_p_C12_to_N13)*Y(C12)*state.rho - screened_rates(k_p_N13_to_O14)*Y(N13)*state.rho + screened_rates(k_p_O16_to_He4_N13_derived)*Y(O16)*state.rho;
     jac.set(N13, H1, scratch);
 
     scratch = -screened_rates(k_He4_N13_to_p_O16)*Y(N13)*state.rho;
@@ -2239,64 +2239,64 @@ void jac_nuc(const burn_t& state,
     scratch = screened_rates(k_p_C12_to_N13)*Y(H1)*state.rho;
     jac.set(N13, C12, scratch);
 
-    scratch = -screened_rates(k_He4_N13_to_p_O16)*Y(He4)*state.rho - screened_rates(k_N13_to_C13_weak_wc12) - screened_rates(k_N13_to_p_C12) - screened_rates(k_p_N13_to_O14)*Y(H1)*state.rho;
+    scratch = -screened_rates(k_He4_N13_to_p_O16)*Y(He4)*state.rho - screened_rates(k_N13_to_C13_weak_wc12) - screened_rates(k_N13_to_p_C12_derived) - screened_rates(k_p_N13_to_O14)*Y(H1)*state.rho;
     jac.set(N13, N13, scratch);
 
-    scratch = screened_rates(k_O14_to_p_N13);
+    scratch = screened_rates(k_O14_to_p_N13_derived);
     jac.set(N13, O14, scratch);
 
-    scratch = screened_rates(k_p_O16_to_He4_N13)*Y(H1)*state.rho;
+    scratch = screened_rates(k_p_O16_to_He4_N13_derived)*Y(H1)*state.rho;
     jac.set(N13, O16, scratch);
 
     scratch = screened_rates(k_p_C13_to_N14)*Y(C13)*state.rho - screened_rates(k_p_N14_to_O15)*Y(N14)*state.rho + screened_rates(k_p_O17_to_He4_N14)*Y(O17)*state.rho;
     jac.set(N14, H1, scratch);
 
-    scratch = -screened_rates(k_He4_N14_to_F18)*Y(N14)*state.rho - screened_rates(k_He4_N14_to_p_O17)*Y(N14)*state.rho;
+    scratch = -screened_rates(k_He4_N14_to_F18)*Y(N14)*state.rho - screened_rates(k_He4_N14_to_p_O17_derived)*Y(N14)*state.rho;
     jac.set(N14, He4, scratch);
 
     scratch = screened_rates(k_p_C13_to_N14)*Y(H1)*state.rho;
     jac.set(N14, C13, scratch);
 
-    scratch = -screened_rates(k_He4_N14_to_F18)*Y(He4)*state.rho - screened_rates(k_He4_N14_to_p_O17)*Y(He4)*state.rho - screened_rates(k_N14_to_p_C13) - screened_rates(k_p_N14_to_O15)*Y(H1)*state.rho;
+    scratch = -screened_rates(k_He4_N14_to_F18)*Y(He4)*state.rho - screened_rates(k_He4_N14_to_p_O17_derived)*Y(He4)*state.rho - screened_rates(k_N14_to_p_C13_derived) - screened_rates(k_p_N14_to_O15)*Y(H1)*state.rho;
     jac.set(N14, N14, scratch);
 
     scratch = screened_rates(k_O14_to_N14_weak_wc12);
     jac.set(N14, O14, scratch);
 
-    scratch = screened_rates(k_O15_to_p_N14);
+    scratch = screened_rates(k_O15_to_p_N14_derived);
     jac.set(N14, O15, scratch);
 
     scratch = screened_rates(k_p_O17_to_He4_N14)*Y(H1)*state.rho;
     jac.set(N14, O17, scratch);
 
-    scratch = screened_rates(k_F18_to_He4_N14);
+    scratch = screened_rates(k_F18_to_He4_N14_derived);
     jac.set(N14, F18, scratch);
 
     scratch = -screened_rates(k_p_N15_to_He4_C12)*Y(N15)*state.rho - screened_rates(k_p_N15_to_O16)*Y(N15)*state.rho + screened_rates(k_p_O18_to_He4_N15)*Y(O18)*state.rho;
     jac.set(N15, H1, scratch);
 
-    scratch = screened_rates(k_He4_C12_to_p_N15)*Y(C12)*state.rho - screened_rates(k_He4_N15_to_F19)*Y(N15)*state.rho - screened_rates(k_He4_N15_to_p_O18)*Y(N15)*state.rho;
+    scratch = screened_rates(k_He4_C12_to_p_N15_derived)*Y(C12)*state.rho - screened_rates(k_He4_N15_to_F19)*Y(N15)*state.rho - screened_rates(k_He4_N15_to_p_O18_derived)*Y(N15)*state.rho;
     jac.set(N15, He4, scratch);
 
-    scratch = screened_rates(k_He4_C12_to_p_N15)*Y(He4)*state.rho;
+    scratch = screened_rates(k_He4_C12_to_p_N15_derived)*Y(He4)*state.rho;
     jac.set(N15, C12, scratch);
 
-    scratch = -screened_rates(k_He4_N15_to_F19)*Y(He4)*state.rho - screened_rates(k_He4_N15_to_p_O18)*Y(He4)*state.rho - screened_rates(k_p_N15_to_He4_C12)*Y(H1)*state.rho - screened_rates(k_p_N15_to_O16)*Y(H1)*state.rho;
+    scratch = -screened_rates(k_He4_N15_to_F19)*Y(He4)*state.rho - screened_rates(k_He4_N15_to_p_O18_derived)*Y(He4)*state.rho - screened_rates(k_p_N15_to_He4_C12)*Y(H1)*state.rho - screened_rates(k_p_N15_to_O16)*Y(H1)*state.rho;
     jac.set(N15, N15, scratch);
 
     scratch = screened_rates(k_O15_to_N15_weak_wc12);
     jac.set(N15, O15, scratch);
 
-    scratch = screened_rates(k_O16_to_p_N15);
+    scratch = screened_rates(k_O16_to_p_N15_derived);
     jac.set(N15, O16, scratch);
 
     scratch = screened_rates(k_p_O18_to_He4_N15)*Y(H1)*state.rho;
     jac.set(N15, O18, scratch);
 
-    scratch = screened_rates(k_F19_to_He4_N15);
+    scratch = screened_rates(k_F19_to_He4_N15_derived);
     jac.set(N15, F19, scratch);
 
-    scratch = screened_rates(k_p_F17_to_He4_O14)*Y(F17)*state.rho + screened_rates(k_p_N13_to_O14)*Y(N13)*state.rho;
+    scratch = screened_rates(k_p_F17_to_He4_O14_derived)*Y(F17)*state.rho + screened_rates(k_p_N13_to_O14)*Y(N13)*state.rho;
     jac.set(O14, H1, scratch);
 
     scratch = -screened_rates(k_He4_O14_to_Ne18)*Y(O14)*state.rho - screened_rates(k_He4_O14_to_p_F17)*Y(O14)*state.rho;
@@ -2305,37 +2305,37 @@ void jac_nuc(const burn_t& state,
     scratch = screened_rates(k_p_N13_to_O14)*Y(H1)*state.rho;
     jac.set(O14, N13, scratch);
 
-    scratch = -screened_rates(k_He4_O14_to_Ne18)*Y(He4)*state.rho - screened_rates(k_He4_O14_to_p_F17)*Y(He4)*state.rho - screened_rates(k_O14_to_N14_weak_wc12) - screened_rates(k_O14_to_p_N13);
+    scratch = -screened_rates(k_He4_O14_to_Ne18)*Y(He4)*state.rho - screened_rates(k_He4_O14_to_p_F17)*Y(He4)*state.rho - screened_rates(k_O14_to_N14_weak_wc12) - screened_rates(k_O14_to_p_N13_derived);
     jac.set(O14, O14, scratch);
 
-    scratch = screened_rates(k_p_F17_to_He4_O14)*Y(H1)*state.rho;
+    scratch = screened_rates(k_p_F17_to_He4_O14_derived)*Y(H1)*state.rho;
     jac.set(O14, F17, scratch);
 
-    scratch = screened_rates(k_Ne18_to_He4_O14);
+    scratch = screened_rates(k_Ne18_to_He4_O14_derived);
     jac.set(O14, Ne18, scratch);
 
     scratch = screened_rates(k_p_F18_to_He4_O15)*Y(F18)*state.rho + screened_rates(k_p_N14_to_O15)*Y(N14)*state.rho;
     jac.set(O15, H1, scratch);
 
-    scratch = -screened_rates(k_He4_O15_to_Ne19)*Y(O15)*state.rho - screened_rates(k_He4_O15_to_p_F18)*Y(O15)*state.rho;
+    scratch = -screened_rates(k_He4_O15_to_Ne19)*Y(O15)*state.rho - screened_rates(k_He4_O15_to_p_F18_derived)*Y(O15)*state.rho;
     jac.set(O15, He4, scratch);
 
     scratch = screened_rates(k_p_N14_to_O15)*Y(H1)*state.rho;
     jac.set(O15, N14, scratch);
 
-    scratch = -screened_rates(k_He4_O15_to_Ne19)*Y(He4)*state.rho - screened_rates(k_He4_O15_to_p_F18)*Y(He4)*state.rho - screened_rates(k_O15_to_N15_weak_wc12) - screened_rates(k_O15_to_p_N14);
+    scratch = -screened_rates(k_He4_O15_to_Ne19)*Y(He4)*state.rho - screened_rates(k_He4_O15_to_p_F18_derived)*Y(He4)*state.rho - screened_rates(k_O15_to_N15_weak_wc12) - screened_rates(k_O15_to_p_N14_derived);
     jac.set(O15, O15, scratch);
 
     scratch = screened_rates(k_p_F18_to_He4_O15)*Y(H1)*state.rho;
     jac.set(O15, F18, scratch);
 
-    scratch = screened_rates(k_Ne19_to_He4_O15);
+    scratch = screened_rates(k_Ne19_to_He4_O15_derived);
     jac.set(O15, Ne19, scratch);
 
-    scratch = screened_rates(k_p_F19_to_He4_O16)*Y(F19)*state.rho + screened_rates(k_p_N15_to_O16)*Y(N15)*state.rho - screened_rates(k_p_O16_to_F17)*Y(O16)*state.rho - screened_rates(k_p_O16_to_He4_N13)*Y(O16)*state.rho;
+    scratch = screened_rates(k_p_F19_to_He4_O16)*Y(F19)*state.rho + screened_rates(k_p_N15_to_O16)*Y(N15)*state.rho - screened_rates(k_p_O16_to_F17)*Y(O16)*state.rho - screened_rates(k_p_O16_to_He4_N13_derived)*Y(O16)*state.rho;
     jac.set(O16, H1, scratch);
 
-    scratch = screened_rates(k_He4_C12_to_O16)*Y(C12)*state.rho + screened_rates(k_He4_N13_to_p_O16)*Y(N13)*state.rho - screened_rates(k_He4_O16_to_Ne20)*Y(O16)*state.rho - screened_rates(k_He4_O16_to_p_F19)*Y(O16)*state.rho;
+    scratch = screened_rates(k_He4_C12_to_O16)*Y(C12)*state.rho + screened_rates(k_He4_N13_to_p_O16)*Y(N13)*state.rho - screened_rates(k_He4_O16_to_Ne20)*Y(O16)*state.rho - screened_rates(k_He4_O16_to_p_F19_derived)*Y(O16)*state.rho;
     jac.set(O16, He4, scratch);
 
     scratch = -screened_rates(k_C12_O16_to_He4_Mg24)*Y(O16)*state.rho - screened_rates(k_C12_O16_to_Si28_modified)*Y(O16)*state.rho - screened_rates(k_C12_O16_to_p_Al27)*Y(O16)*state.rho + screened_rates(k_He4_C12_to_O16)*Y(He4)*state.rho;
@@ -2347,25 +2347,25 @@ void jac_nuc(const burn_t& state,
     scratch = screened_rates(k_p_N15_to_O16)*Y(H1)*state.rho;
     jac.set(O16, N15, scratch);
 
-    scratch = -screened_rates(k_C12_O16_to_He4_Mg24)*Y(C12)*state.rho - screened_rates(k_C12_O16_to_Si28_modified)*Y(C12)*state.rho - screened_rates(k_C12_O16_to_p_Al27)*Y(C12)*state.rho - screened_rates(k_He4_O16_to_Ne20)*Y(He4)*state.rho - screened_rates(k_He4_O16_to_p_F19)*Y(He4)*state.rho - 2.0*screened_rates(k_O16_O16_to_He4_Si28)*Y(O16)*state.rho - 2.0*screened_rates(k_O16_O16_to_S32_modified)*Y(O16)*state.rho - 2.0*screened_rates(k_O16_O16_to_p_P31)*Y(O16)*state.rho - screened_rates(k_O16_to_He4_C12) - screened_rates(k_O16_to_p_N15) - screened_rates(k_p_O16_to_F17)*Y(H1)*state.rho - screened_rates(k_p_O16_to_He4_N13)*Y(H1)*state.rho;
+    scratch = -screened_rates(k_C12_O16_to_He4_Mg24)*Y(C12)*state.rho - screened_rates(k_C12_O16_to_Si28_modified)*Y(C12)*state.rho - screened_rates(k_C12_O16_to_p_Al27)*Y(C12)*state.rho - screened_rates(k_He4_O16_to_Ne20)*Y(He4)*state.rho - screened_rates(k_He4_O16_to_p_F19_derived)*Y(He4)*state.rho - 2.0*screened_rates(k_O16_O16_to_He4_Si28)*Y(O16)*state.rho - 2.0*screened_rates(k_O16_O16_to_S32_modified)*Y(O16)*state.rho - 2.0*screened_rates(k_O16_O16_to_p_P31)*Y(O16)*state.rho - screened_rates(k_O16_to_He4_C12_derived) - screened_rates(k_O16_to_p_N15_derived) - screened_rates(k_p_O16_to_F17)*Y(H1)*state.rho - screened_rates(k_p_O16_to_He4_N13_derived)*Y(H1)*state.rho;
     jac.set(O16, O16, scratch);
 
-    scratch = screened_rates(k_F17_to_p_O16);
+    scratch = screened_rates(k_F17_to_p_O16_derived);
     jac.set(O16, F17, scratch);
 
     scratch = screened_rates(k_p_F19_to_He4_O16)*Y(H1)*state.rho;
     jac.set(O16, F19, scratch);
 
-    scratch = screened_rates(k_Ne20_to_He4_O16);
+    scratch = screened_rates(k_Ne20_to_He4_O16_derived);
     jac.set(O16, Ne20, scratch);
 
     scratch = -screened_rates(k_p_O17_to_F18)*Y(O17)*state.rho - screened_rates(k_p_O17_to_He4_N14)*Y(O17)*state.rho;
     jac.set(O17, H1, scratch);
 
-    scratch = screened_rates(k_He4_N14_to_p_O17)*Y(N14)*state.rho - screened_rates(k_He4_O17_to_Ne21)*Y(O17)*state.rho;
+    scratch = screened_rates(k_He4_N14_to_p_O17_derived)*Y(N14)*state.rho - screened_rates(k_He4_O17_to_Ne21)*Y(O17)*state.rho;
     jac.set(O17, He4, scratch);
 
-    scratch = screened_rates(k_He4_N14_to_p_O17)*Y(He4)*state.rho;
+    scratch = screened_rates(k_He4_N14_to_p_O17_derived)*Y(He4)*state.rho;
     jac.set(O17, N14, scratch);
 
     scratch = -screened_rates(k_He4_O17_to_Ne21)*Y(He4)*state.rho - screened_rates(k_p_O17_to_F18)*Y(H1)*state.rho - screened_rates(k_p_O17_to_He4_N14)*Y(H1)*state.rho;
@@ -2374,19 +2374,19 @@ void jac_nuc(const burn_t& state,
     scratch = screened_rates(k_F17_to_O17_weak_wc12);
     jac.set(O17, F17, scratch);
 
-    scratch = screened_rates(k_F18_to_p_O17);
+    scratch = screened_rates(k_F18_to_p_O17_derived);
     jac.set(O17, F18, scratch);
 
-    scratch = screened_rates(k_Ne21_to_He4_O17);
+    scratch = screened_rates(k_Ne21_to_He4_O17_derived);
     jac.set(O17, Ne21, scratch);
 
     scratch = -screened_rates(k_p_O18_to_F19)*Y(O18)*state.rho - screened_rates(k_p_O18_to_He4_N15)*Y(O18)*state.rho;
     jac.set(O18, H1, scratch);
 
-    scratch = screened_rates(k_He4_N15_to_p_O18)*Y(N15)*state.rho;
+    scratch = screened_rates(k_He4_N15_to_p_O18_derived)*Y(N15)*state.rho;
     jac.set(O18, He4, scratch);
 
-    scratch = screened_rates(k_He4_N15_to_p_O18)*Y(He4)*state.rho;
+    scratch = screened_rates(k_He4_N15_to_p_O18_derived)*Y(He4)*state.rho;
     jac.set(O18, N15, scratch);
 
     scratch = -screened_rates(k_p_O18_to_F19)*Y(H1)*state.rho - screened_rates(k_p_O18_to_He4_N15)*Y(H1)*state.rho;
@@ -2395,13 +2395,13 @@ void jac_nuc(const burn_t& state,
     scratch = screened_rates(k_F18_to_O18_weak_wc12);
     jac.set(O18, F18, scratch);
 
-    scratch = screened_rates(k_F19_to_p_O18);
+    scratch = screened_rates(k_F19_to_p_O18_derived);
     jac.set(O18, F19, scratch);
 
-    scratch = -screened_rates(k_p_F17_to_He4_O14)*Y(F17)*state.rho - screened_rates(k_p_F17_to_Ne18)*Y(F17)*state.rho + screened_rates(k_p_Ne20_to_He4_F17)*Y(Ne20)*state.rho + screened_rates(k_p_O16_to_F17)*Y(O16)*state.rho;
+    scratch = -screened_rates(k_p_F17_to_He4_O14_derived)*Y(F17)*state.rho - screened_rates(k_p_F17_to_Ne18)*Y(F17)*state.rho + screened_rates(k_p_Ne20_to_He4_F17)*Y(Ne20)*state.rho + screened_rates(k_p_O16_to_F17)*Y(O16)*state.rho;
     jac.set(F17, H1, scratch);
 
-    scratch = -screened_rates(k_He4_F17_to_p_Ne20)*Y(F17)*state.rho + screened_rates(k_He4_O14_to_p_F17)*Y(O14)*state.rho;
+    scratch = -screened_rates(k_He4_F17_to_p_Ne20_derived)*Y(F17)*state.rho + screened_rates(k_He4_O14_to_p_F17)*Y(O14)*state.rho;
     jac.set(F17, He4, scratch);
 
     scratch = screened_rates(k_He4_O14_to_p_F17)*Y(He4)*state.rho;
@@ -2410,70 +2410,70 @@ void jac_nuc(const burn_t& state,
     scratch = screened_rates(k_p_O16_to_F17)*Y(H1)*state.rho;
     jac.set(F17, O16, scratch);
 
-    scratch = -screened_rates(k_F17_to_O17_weak_wc12) - screened_rates(k_F17_to_p_O16) - screened_rates(k_He4_F17_to_p_Ne20)*Y(He4)*state.rho - screened_rates(k_p_F17_to_He4_O14)*Y(H1)*state.rho - screened_rates(k_p_F17_to_Ne18)*Y(H1)*state.rho;
+    scratch = -screened_rates(k_F17_to_O17_weak_wc12) - screened_rates(k_F17_to_p_O16_derived) - screened_rates(k_He4_F17_to_p_Ne20_derived)*Y(He4)*state.rho - screened_rates(k_p_F17_to_He4_O14_derived)*Y(H1)*state.rho - screened_rates(k_p_F17_to_Ne18)*Y(H1)*state.rho;
     jac.set(F17, F17, scratch);
 
-    scratch = screened_rates(k_Ne18_to_p_F17);
+    scratch = screened_rates(k_Ne18_to_p_F17_derived);
     jac.set(F17, Ne18, scratch);
 
     scratch = screened_rates(k_p_Ne20_to_He4_F17)*Y(H1)*state.rho;
     jac.set(F17, Ne20, scratch);
 
-    scratch = -screened_rates(k_p_F18_to_He4_O15)*Y(F18)*state.rho - screened_rates(k_p_F18_to_Ne19)*Y(F18)*state.rho + screened_rates(k_p_Ne21_to_He4_F18)*Y(Ne21)*state.rho + screened_rates(k_p_O17_to_F18)*Y(O17)*state.rho;
+    scratch = -screened_rates(k_p_F18_to_He4_O15)*Y(F18)*state.rho - screened_rates(k_p_F18_to_Ne19)*Y(F18)*state.rho + screened_rates(k_p_Ne21_to_He4_F18_derived)*Y(Ne21)*state.rho + screened_rates(k_p_O17_to_F18)*Y(O17)*state.rho;
     jac.set(F18, H1, scratch);
 
-    scratch = -screened_rates(k_He4_F18_to_Na22)*Y(F18)*state.rho - screened_rates(k_He4_F18_to_p_Ne21)*Y(F18)*state.rho + screened_rates(k_He4_N14_to_F18)*Y(N14)*state.rho + screened_rates(k_He4_O15_to_p_F18)*Y(O15)*state.rho;
+    scratch = -screened_rates(k_He4_F18_to_Na22)*Y(F18)*state.rho - screened_rates(k_He4_F18_to_p_Ne21)*Y(F18)*state.rho + screened_rates(k_He4_N14_to_F18)*Y(N14)*state.rho + screened_rates(k_He4_O15_to_p_F18_derived)*Y(O15)*state.rho;
     jac.set(F18, He4, scratch);
 
     scratch = screened_rates(k_He4_N14_to_F18)*Y(He4)*state.rho;
     jac.set(F18, N14, scratch);
 
-    scratch = screened_rates(k_He4_O15_to_p_F18)*Y(He4)*state.rho;
+    scratch = screened_rates(k_He4_O15_to_p_F18_derived)*Y(He4)*state.rho;
     jac.set(F18, O15, scratch);
 
     scratch = screened_rates(k_p_O17_to_F18)*Y(H1)*state.rho;
     jac.set(F18, O17, scratch);
 
-    scratch = -screened_rates(k_F18_to_He4_N14) - screened_rates(k_F18_to_O18_weak_wc12) - screened_rates(k_F18_to_p_O17) - screened_rates(k_He4_F18_to_Na22)*Y(He4)*state.rho - screened_rates(k_He4_F18_to_p_Ne21)*Y(He4)*state.rho - screened_rates(k_p_F18_to_He4_O15)*Y(H1)*state.rho - screened_rates(k_p_F18_to_Ne19)*Y(H1)*state.rho;
+    scratch = -screened_rates(k_F18_to_He4_N14_derived) - screened_rates(k_F18_to_O18_weak_wc12) - screened_rates(k_F18_to_p_O17_derived) - screened_rates(k_He4_F18_to_Na22)*Y(He4)*state.rho - screened_rates(k_He4_F18_to_p_Ne21)*Y(He4)*state.rho - screened_rates(k_p_F18_to_He4_O15)*Y(H1)*state.rho - screened_rates(k_p_F18_to_Ne19)*Y(H1)*state.rho;
     jac.set(F18, F18, scratch);
 
     scratch = screened_rates(k_Ne18_to_F18_weak_wc12);
     jac.set(F18, Ne18, scratch);
 
-    scratch = screened_rates(k_Ne19_to_p_F18);
+    scratch = screened_rates(k_Ne19_to_p_F18_derived);
     jac.set(F18, Ne19, scratch);
 
-    scratch = screened_rates(k_p_Ne21_to_He4_F18)*Y(H1)*state.rho;
+    scratch = screened_rates(k_p_Ne21_to_He4_F18_derived)*Y(H1)*state.rho;
     jac.set(F18, Ne21, scratch);
 
-    scratch = screened_rates(k_Na22_to_He4_F18);
+    scratch = screened_rates(k_Na22_to_He4_F18_derived);
     jac.set(F18, Na22, scratch);
 
     scratch = -screened_rates(k_p_F19_to_He4_O16)*Y(F19)*state.rho - screened_rates(k_p_F19_to_Ne20)*Y(F19)*state.rho + screened_rates(k_p_O18_to_F19)*Y(O18)*state.rho;
     jac.set(F19, H1, scratch);
 
-    scratch = -screened_rates(k_He4_F19_to_Na23)*Y(F19)*state.rho + screened_rates(k_He4_N15_to_F19)*Y(N15)*state.rho + screened_rates(k_He4_O16_to_p_F19)*Y(O16)*state.rho;
+    scratch = -screened_rates(k_He4_F19_to_Na23)*Y(F19)*state.rho + screened_rates(k_He4_N15_to_F19)*Y(N15)*state.rho + screened_rates(k_He4_O16_to_p_F19_derived)*Y(O16)*state.rho;
     jac.set(F19, He4, scratch);
 
     scratch = screened_rates(k_He4_N15_to_F19)*Y(He4)*state.rho;
     jac.set(F19, N15, scratch);
 
-    scratch = screened_rates(k_He4_O16_to_p_F19)*Y(He4)*state.rho;
+    scratch = screened_rates(k_He4_O16_to_p_F19_derived)*Y(He4)*state.rho;
     jac.set(F19, O16, scratch);
 
     scratch = screened_rates(k_p_O18_to_F19)*Y(H1)*state.rho;
     jac.set(F19, O18, scratch);
 
-    scratch = -screened_rates(k_F19_to_He4_N15) - screened_rates(k_F19_to_p_O18) - screened_rates(k_He4_F19_to_Na23)*Y(He4)*state.rho - screened_rates(k_p_F19_to_He4_O16)*Y(H1)*state.rho - screened_rates(k_p_F19_to_Ne20)*Y(H1)*state.rho;
+    scratch = -screened_rates(k_F19_to_He4_N15_derived) - screened_rates(k_F19_to_p_O18_derived) - screened_rates(k_He4_F19_to_Na23)*Y(He4)*state.rho - screened_rates(k_p_F19_to_He4_O16)*Y(H1)*state.rho - screened_rates(k_p_F19_to_Ne20)*Y(H1)*state.rho;
     jac.set(F19, F19, scratch);
 
     scratch = screened_rates(k_Ne19_to_F19_weak_wc12);
     jac.set(F19, Ne19, scratch);
 
-    scratch = screened_rates(k_Ne20_to_p_F19);
+    scratch = screened_rates(k_Ne20_to_p_F19_derived);
     jac.set(F19, Ne20, scratch);
 
-    scratch = screened_rates(k_Na23_to_He4_F19);
+    scratch = screened_rates(k_Na23_to_He4_F19_derived);
     jac.set(F19, Na23, scratch);
 
     scratch = screened_rates(k_p_F17_to_Ne18)*Y(F17)*state.rho;
@@ -2488,13 +2488,13 @@ void jac_nuc(const burn_t& state,
     scratch = screened_rates(k_p_F17_to_Ne18)*Y(H1)*state.rho;
     jac.set(Ne18, F17, scratch);
 
-    scratch = -screened_rates(k_He4_Ne18_to_Mg22)*Y(He4)*state.rho - screened_rates(k_Ne18_to_F18_weak_wc12) - screened_rates(k_Ne18_to_He4_O14) - screened_rates(k_Ne18_to_p_F17);
+    scratch = -screened_rates(k_He4_Ne18_to_Mg22)*Y(He4)*state.rho - screened_rates(k_Ne18_to_F18_weak_wc12) - screened_rates(k_Ne18_to_He4_O14_derived) - screened_rates(k_Ne18_to_p_F17_derived);
     jac.set(Ne18, Ne18, scratch);
 
-    scratch = screened_rates(k_Mg22_to_He4_Ne18);
+    scratch = screened_rates(k_Mg22_to_He4_Ne18_derived);
     jac.set(Ne18, Mg22, scratch);
 
-    scratch = screened_rates(k_p_F18_to_Ne19)*Y(F18)*state.rho + screened_rates(k_p_Na22_to_He4_Ne19)*Y(Na22)*state.rho;
+    scratch = screened_rates(k_p_F18_to_Ne19)*Y(F18)*state.rho + screened_rates(k_p_Na22_to_He4_Ne19_derived)*Y(Na22)*state.rho;
     jac.set(Ne19, H1, scratch);
 
     scratch = -screened_rates(k_He4_Ne19_to_p_Na22)*Y(Ne19)*state.rho + screened_rates(k_He4_O15_to_Ne19)*Y(O15)*state.rho;
@@ -2506,16 +2506,16 @@ void jac_nuc(const burn_t& state,
     scratch = screened_rates(k_p_F18_to_Ne19)*Y(H1)*state.rho;
     jac.set(Ne19, F18, scratch);
 
-    scratch = -screened_rates(k_He4_Ne19_to_p_Na22)*Y(He4)*state.rho - screened_rates(k_Ne19_to_F19_weak_wc12) - screened_rates(k_Ne19_to_He4_O15) - screened_rates(k_Ne19_to_p_F18);
+    scratch = -screened_rates(k_He4_Ne19_to_p_Na22)*Y(He4)*state.rho - screened_rates(k_Ne19_to_F19_weak_wc12) - screened_rates(k_Ne19_to_He4_O15_derived) - screened_rates(k_Ne19_to_p_F18_derived);
     jac.set(Ne19, Ne19, scratch);
 
-    scratch = screened_rates(k_p_Na22_to_He4_Ne19)*Y(H1)*state.rho;
+    scratch = screened_rates(k_p_Na22_to_He4_Ne19_derived)*Y(H1)*state.rho;
     jac.set(Ne19, Na22, scratch);
 
     scratch = screened_rates(k_p_F19_to_Ne20)*Y(F19)*state.rho + screened_rates(k_p_Na23_to_He4_Ne20)*Y(Na23)*state.rho - screened_rates(k_p_Ne20_to_He4_F17)*Y(Ne20)*state.rho;
     jac.set(Ne20, H1, scratch);
 
-    scratch = screened_rates(k_He4_F17_to_p_Ne20)*Y(F17)*state.rho - screened_rates(k_He4_Ne20_to_Mg24)*Y(Ne20)*state.rho - screened_rates(k_He4_Ne20_to_p_Na23)*Y(Ne20)*state.rho + screened_rates(k_He4_O16_to_Ne20)*Y(O16)*state.rho;
+    scratch = screened_rates(k_He4_F17_to_p_Ne20_derived)*Y(F17)*state.rho - screened_rates(k_He4_Ne20_to_Mg24)*Y(Ne20)*state.rho - screened_rates(k_He4_Ne20_to_p_Na23_derived)*Y(Ne20)*state.rho + screened_rates(k_He4_O16_to_Ne20)*Y(O16)*state.rho;
     jac.set(Ne20, He4, scratch);
 
     scratch = 1.0*screened_rates(k_C12_C12_to_He4_Ne20)*Y(C12)*state.rho;
@@ -2524,22 +2524,22 @@ void jac_nuc(const burn_t& state,
     scratch = screened_rates(k_He4_O16_to_Ne20)*Y(He4)*state.rho;
     jac.set(Ne20, O16, scratch);
 
-    scratch = screened_rates(k_He4_F17_to_p_Ne20)*Y(He4)*state.rho;
+    scratch = screened_rates(k_He4_F17_to_p_Ne20_derived)*Y(He4)*state.rho;
     jac.set(Ne20, F17, scratch);
 
     scratch = screened_rates(k_p_F19_to_Ne20)*Y(H1)*state.rho;
     jac.set(Ne20, F19, scratch);
 
-    scratch = -screened_rates(k_He4_Ne20_to_Mg24)*Y(He4)*state.rho - screened_rates(k_He4_Ne20_to_p_Na23)*Y(He4)*state.rho - screened_rates(k_Ne20_to_He4_O16) - screened_rates(k_Ne20_to_p_F19) - screened_rates(k_p_Ne20_to_He4_F17)*Y(H1)*state.rho;
+    scratch = -screened_rates(k_He4_Ne20_to_Mg24)*Y(He4)*state.rho - screened_rates(k_He4_Ne20_to_p_Na23_derived)*Y(He4)*state.rho - screened_rates(k_Ne20_to_He4_O16_derived) - screened_rates(k_Ne20_to_p_F19_derived) - screened_rates(k_p_Ne20_to_He4_F17)*Y(H1)*state.rho;
     jac.set(Ne20, Ne20, scratch);
 
     scratch = screened_rates(k_p_Na23_to_He4_Ne20)*Y(H1)*state.rho;
     jac.set(Ne20, Na23, scratch);
 
-    scratch = screened_rates(k_Mg24_to_He4_Ne20);
+    scratch = screened_rates(k_Mg24_to_He4_Ne20_derived);
     jac.set(Ne20, Mg24, scratch);
 
-    scratch = -screened_rates(k_p_Ne21_to_He4_F18)*Y(Ne21)*state.rho - screened_rates(k_p_Ne21_to_Na22)*Y(Ne21)*state.rho;
+    scratch = -screened_rates(k_p_Ne21_to_He4_F18_derived)*Y(Ne21)*state.rho - screened_rates(k_p_Ne21_to_Na22)*Y(Ne21)*state.rho;
     jac.set(Ne21, H1, scratch);
 
     scratch = screened_rates(k_He4_F18_to_p_Ne21)*Y(F18)*state.rho + screened_rates(k_He4_O17_to_Ne21)*Y(O17)*state.rho;
@@ -2551,13 +2551,13 @@ void jac_nuc(const burn_t& state,
     scratch = screened_rates(k_He4_F18_to_p_Ne21)*Y(He4)*state.rho;
     jac.set(Ne21, F18, scratch);
 
-    scratch = -screened_rates(k_Ne21_to_He4_O17) - screened_rates(k_p_Ne21_to_He4_F18)*Y(H1)*state.rho - screened_rates(k_p_Ne21_to_Na22)*Y(H1)*state.rho;
+    scratch = -screened_rates(k_Ne21_to_He4_O17_derived) - screened_rates(k_p_Ne21_to_He4_F18_derived)*Y(H1)*state.rho - screened_rates(k_p_Ne21_to_Na22)*Y(H1)*state.rho;
     jac.set(Ne21, Ne21, scratch);
 
-    scratch = screened_rates(k_Na22_to_p_Ne21);
+    scratch = screened_rates(k_Na22_to_p_Ne21_derived);
     jac.set(Ne21, Na22, scratch);
 
-    scratch = -screened_rates(k_p_Na22_to_He4_Ne19)*Y(Na22)*state.rho + screened_rates(k_p_Ne21_to_Na22)*Y(Ne21)*state.rho;
+    scratch = -screened_rates(k_p_Na22_to_He4_Ne19_derived)*Y(Na22)*state.rho + screened_rates(k_p_Ne21_to_Na22)*Y(Ne21)*state.rho;
     jac.set(Na22, H1, scratch);
 
     scratch = screened_rates(k_He4_F18_to_Na22)*Y(F18)*state.rho + screened_rates(k_He4_Ne19_to_p_Na22)*Y(Ne19)*state.rho;
@@ -2572,7 +2572,7 @@ void jac_nuc(const burn_t& state,
     scratch = screened_rates(k_p_Ne21_to_Na22)*Y(H1)*state.rho;
     jac.set(Na22, Ne21, scratch);
 
-    scratch = -screened_rates(k_Na22_to_He4_F18) - screened_rates(k_Na22_to_p_Ne21) - screened_rates(k_p_Na22_to_He4_Ne19)*Y(H1)*state.rho;
+    scratch = -screened_rates(k_Na22_to_He4_F18_derived) - screened_rates(k_Na22_to_p_Ne21_derived) - screened_rates(k_p_Na22_to_He4_Ne19_derived)*Y(H1)*state.rho;
     jac.set(Na22, Na22, scratch);
 
     scratch = screened_rates(k_Mg22_to_Na22_weak_wc12);
@@ -2581,7 +2581,7 @@ void jac_nuc(const burn_t& state,
     scratch = -screened_rates(k_p_Na23_to_He4_Ne20)*Y(Na23)*state.rho - screened_rates(k_p_Na23_to_Mg24)*Y(Na23)*state.rho;
     jac.set(Na23, H1, scratch);
 
-    scratch = screened_rates(k_He4_F19_to_Na23)*Y(F19)*state.rho + screened_rates(k_He4_Ne20_to_p_Na23)*Y(Ne20)*state.rho;
+    scratch = screened_rates(k_He4_F19_to_Na23)*Y(F19)*state.rho + screened_rates(k_He4_Ne20_to_p_Na23_derived)*Y(Ne20)*state.rho;
     jac.set(Na23, He4, scratch);
 
     scratch = 1.0*screened_rates(k_C12_C12_to_p_Na23)*Y(C12)*state.rho;
@@ -2590,13 +2590,13 @@ void jac_nuc(const burn_t& state,
     scratch = screened_rates(k_He4_F19_to_Na23)*Y(He4)*state.rho;
     jac.set(Na23, F19, scratch);
 
-    scratch = screened_rates(k_He4_Ne20_to_p_Na23)*Y(He4)*state.rho;
+    scratch = screened_rates(k_He4_Ne20_to_p_Na23_derived)*Y(He4)*state.rho;
     jac.set(Na23, Ne20, scratch);
 
-    scratch = -screened_rates(k_Na23_to_He4_F19) - screened_rates(k_p_Na23_to_He4_Ne20)*Y(H1)*state.rho - screened_rates(k_p_Na23_to_Mg24)*Y(H1)*state.rho;
+    scratch = -screened_rates(k_Na23_to_He4_F19_derived) - screened_rates(k_p_Na23_to_He4_Ne20)*Y(H1)*state.rho - screened_rates(k_p_Na23_to_Mg24)*Y(H1)*state.rho;
     jac.set(Na23, Na23, scratch);
 
-    scratch = screened_rates(k_Mg24_to_p_Na23);
+    scratch = screened_rates(k_Mg24_to_p_Na23_derived);
     jac.set(Na23, Mg24, scratch);
 
     scratch = screened_rates(k_He4_Ne18_to_Mg22)*Y(Ne18)*state.rho;
@@ -2605,13 +2605,13 @@ void jac_nuc(const burn_t& state,
     scratch = screened_rates(k_He4_Ne18_to_Mg22)*Y(He4)*state.rho;
     jac.set(Mg22, Ne18, scratch);
 
-    scratch = -screened_rates(k_Mg22_to_He4_Ne18) - screened_rates(k_Mg22_to_Na22_weak_wc12);
+    scratch = -screened_rates(k_Mg22_to_He4_Ne18_derived) - screened_rates(k_Mg22_to_Na22_weak_wc12);
     jac.set(Mg22, Mg22, scratch);
 
     scratch = screened_rates(k_p_Al27_to_He4_Mg24)*Y(Al27)*state.rho + screened_rates(k_p_Na23_to_Mg24)*Y(Na23)*state.rho;
     jac.set(Mg24, H1, scratch);
 
-    scratch = -screened_rates(k_He4_Mg24_to_Si28)*Y(Mg24)*state.rho - screened_rates(k_He4_Mg24_to_p_Al27)*Y(Mg24)*state.rho + screened_rates(k_He4_Ne20_to_Mg24)*Y(Ne20)*state.rho;
+    scratch = -screened_rates(k_He4_Mg24_to_Si28)*Y(Mg24)*state.rho - screened_rates(k_He4_Mg24_to_p_Al27_derived)*Y(Mg24)*state.rho + screened_rates(k_He4_Ne20_to_Mg24)*Y(Ne20)*state.rho;
     jac.set(Mg24, He4, scratch);
 
     scratch = 1.0*screened_rates(k_C12_C12_to_Mg24_modified)*Y(C12)*state.rho + screened_rates(k_C12_O16_to_He4_Mg24)*Y(O16)*state.rho;
@@ -2626,19 +2626,19 @@ void jac_nuc(const burn_t& state,
     scratch = screened_rates(k_p_Na23_to_Mg24)*Y(H1)*state.rho;
     jac.set(Mg24, Na23, scratch);
 
-    scratch = -screened_rates(k_He4_Mg24_to_Si28)*Y(He4)*state.rho - screened_rates(k_He4_Mg24_to_p_Al27)*Y(He4)*state.rho - screened_rates(k_Mg24_to_He4_Ne20) - screened_rates(k_Mg24_to_p_Na23);
+    scratch = -screened_rates(k_He4_Mg24_to_Si28)*Y(He4)*state.rho - screened_rates(k_He4_Mg24_to_p_Al27_derived)*Y(He4)*state.rho - screened_rates(k_Mg24_to_He4_Ne20_derived) - screened_rates(k_Mg24_to_p_Na23_derived);
     jac.set(Mg24, Mg24, scratch);
 
     scratch = screened_rates(k_p_Al27_to_He4_Mg24)*Y(H1)*state.rho;
     jac.set(Mg24, Al27, scratch);
 
-    scratch = screened_rates(k_Si28_to_He4_Mg24);
+    scratch = screened_rates(k_Si28_to_He4_Mg24_derived);
     jac.set(Mg24, Si28, scratch);
 
     scratch = -screened_rates(k_p_Al27_to_He4_Mg24)*Y(Al27)*state.rho - screened_rates(k_p_Al27_to_Si28)*Y(Al27)*state.rho;
     jac.set(Al27, H1, scratch);
 
-    scratch = screened_rates(k_He4_Mg24_to_p_Al27)*Y(Mg24)*state.rho;
+    scratch = screened_rates(k_He4_Mg24_to_p_Al27_derived)*Y(Mg24)*state.rho;
     jac.set(Al27, He4, scratch);
 
     scratch = screened_rates(k_C12_O16_to_p_Al27)*Y(O16)*state.rho;
@@ -2647,19 +2647,19 @@ void jac_nuc(const burn_t& state,
     scratch = screened_rates(k_C12_O16_to_p_Al27)*Y(C12)*state.rho;
     jac.set(Al27, O16, scratch);
 
-    scratch = screened_rates(k_He4_Mg24_to_p_Al27)*Y(He4)*state.rho;
+    scratch = screened_rates(k_He4_Mg24_to_p_Al27_derived)*Y(He4)*state.rho;
     jac.set(Al27, Mg24, scratch);
 
     scratch = -screened_rates(k_p_Al27_to_He4_Mg24)*Y(H1)*state.rho - screened_rates(k_p_Al27_to_Si28)*Y(H1)*state.rho;
     jac.set(Al27, Al27, scratch);
 
-    scratch = screened_rates(k_Si28_to_p_Al27);
+    scratch = screened_rates(k_Si28_to_p_Al27_derived);
     jac.set(Al27, Si28, scratch);
 
     scratch = screened_rates(k_p_Al27_to_Si28)*Y(Al27)*state.rho + screened_rates(k_p_P31_to_He4_Si28)*Y(P31)*state.rho;
     jac.set(Si28, H1, scratch);
 
-    scratch = screened_rates(k_He4_Mg24_to_Si28)*Y(Mg24)*state.rho - screened_rates(k_He4_Si28_to_S32)*Y(Si28)*state.rho - screened_rates(k_He4_Si28_to_p_P31)*Y(Si28)*state.rho;
+    scratch = screened_rates(k_He4_Mg24_to_Si28)*Y(Mg24)*state.rho - screened_rates(k_He4_Si28_to_S32)*Y(Si28)*state.rho - screened_rates(k_He4_Si28_to_p_P31_derived)*Y(Si28)*state.rho;
     jac.set(Si28, He4, scratch);
 
     scratch = screened_rates(k_C12_O16_to_Si28_modified)*Y(O16)*state.rho;
@@ -2674,31 +2674,31 @@ void jac_nuc(const burn_t& state,
     scratch = screened_rates(k_p_Al27_to_Si28)*Y(H1)*state.rho;
     jac.set(Si28, Al27, scratch);
 
-    scratch = -screened_rates(k_He4_Si28_to_S32)*Y(He4)*state.rho - screened_rates(k_He4_Si28_to_p_P31)*Y(He4)*state.rho - screened_rates(k_Si28_to_He4_Mg24) - screened_rates(k_Si28_to_p_Al27);
+    scratch = -screened_rates(k_He4_Si28_to_S32)*Y(He4)*state.rho - screened_rates(k_He4_Si28_to_p_P31_derived)*Y(He4)*state.rho - screened_rates(k_Si28_to_He4_Mg24_derived) - screened_rates(k_Si28_to_p_Al27_derived);
     jac.set(Si28, Si28, scratch);
 
     scratch = screened_rates(k_p_P31_to_He4_Si28)*Y(H1)*state.rho;
     jac.set(Si28, P31, scratch);
 
-    scratch = screened_rates(k_S32_to_He4_Si28);
+    scratch = screened_rates(k_S32_to_He4_Si28_derived);
     jac.set(Si28, S32, scratch);
 
     scratch = -screened_rates(k_p_P31_to_He4_Si28)*Y(P31)*state.rho - screened_rates(k_p_P31_to_S32)*Y(P31)*state.rho;
     jac.set(P31, H1, scratch);
 
-    scratch = screened_rates(k_He4_Si28_to_p_P31)*Y(Si28)*state.rho;
+    scratch = screened_rates(k_He4_Si28_to_p_P31_derived)*Y(Si28)*state.rho;
     jac.set(P31, He4, scratch);
 
     scratch = 1.0*screened_rates(k_O16_O16_to_p_P31)*Y(O16)*state.rho;
     jac.set(P31, O16, scratch);
 
-    scratch = screened_rates(k_He4_Si28_to_p_P31)*Y(He4)*state.rho;
+    scratch = screened_rates(k_He4_Si28_to_p_P31_derived)*Y(He4)*state.rho;
     jac.set(P31, Si28, scratch);
 
     scratch = -screened_rates(k_p_P31_to_He4_Si28)*Y(H1)*state.rho - screened_rates(k_p_P31_to_S32)*Y(H1)*state.rho;
     jac.set(P31, P31, scratch);
 
-    scratch = screened_rates(k_S32_to_p_P31);
+    scratch = screened_rates(k_S32_to_p_P31_derived);
     jac.set(P31, S32, scratch);
 
     scratch = screened_rates(k_p_P31_to_S32)*Y(P31)*state.rho;
@@ -2716,7 +2716,7 @@ void jac_nuc(const burn_t& state,
     scratch = screened_rates(k_p_P31_to_S32)*Y(H1)*state.rho;
     jac.set(S32, P31, scratch);
 
-    scratch = -screened_rates(k_S32_He4_to_Ar36_approx)*Y(He4)*state.rho - screened_rates(k_S32_to_He4_Si28) - screened_rates(k_S32_to_p_P31);
+    scratch = -screened_rates(k_S32_He4_to_Ar36_approx)*Y(He4)*state.rho - screened_rates(k_S32_to_He4_Si28_derived) - screened_rates(k_S32_to_p_P31_derived);
     jac.set(S32, S32, scratch);
 
     scratch = screened_rates(k_Ar36_to_S32_He4_approx);
diff --git a/networks/CNO_He_burn/partition_functions.H b/networks/CNO_He_burn/partition_functions.H
index 38f06a550b..dfdf3cf1f9 100644
--- a/networks/CNO_He_burn/partition_functions.H
+++ b/networks/CNO_He_burn/partition_functions.H
@@ -13,6 +13,669 @@ using namespace Species;
 
 namespace part_fun {
 
+    constexpr int npts_1 = 72;
+
+    // this is T9
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real temp_array_1[npts_1] = {
+        0.01, 0.15, 0.2, 0.3, 0.4,
+        0.5, 0.6, 0.7, 0.8, 0.9,
+        1.0, 1.5, 2.0, 2.5, 3.0,
+        3.5, 4.0, 4.5, 5.0, 6.0,
+        7.0, 8.0, 9.0, 10.0, 12.0,
+        14.0, 16.0, 18.0, 20.0, 22.0,
+        24.0, 26.0, 28.0, 30.0, 35.0,
+        40.0, 45.0, 50.0, 55.0, 60.0,
+        65.0, 70.0, 75.0, 80.0, 85.0,
+        90.0, 95.0, 100.0, 105.0, 110.0,
+        115.0, 120.0, 125.0, 130.0, 135.0,
+        140.0, 145.0, 150.0, 155.0, 160.0,
+        165.0, 170.0, 175.0, 180.0, 190.0,
+        200.0, 210.0, 220.0, 230.0, 240.0,
+        250.0, 275.0,
+    };
+
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real O14_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.021189299069938092,
+        0.045322978786657475, 0.07918124604762482, 0.12057393120584989, 0.1673173347481761, 0.21748394421390627,
+        0.2648178230095365, 0.3096301674258988, 0.35410843914740087, 0.3944516808262163, 0.481442628502305,
+        0.5514499979728752, 0.6053050461411095, 0.6473829701146199, 0.6794278966121189, 0.7032913781186614,
+        0.7201593034059569, 0.7315887651867387, 0.7371926427047373, 0.7395723444500919, 0.7371926427047373,
+        0.7315887651867387, 0.7234556720351858, 0.7126497016272114, 0.6989700043360189, 0.6839471307515121,
+        0.6665179805548809, 0.6464037262230695, 0.6263403673750424, 0.6031443726201823, 0.5797835966168101,
+        0.5550944485783191, 0.5289167002776547, 0.5024271199844327, 0.4742162640762553, 0.44560420327359757,
+        0.414973347970818, 0.38560627359831223, 0.35410843914740087, 0.3222192947339193, 0.25767857486918455,
+        0.1903316981702915, 0.12385164096708581, 0.05307844348341968, -0.017728766960431606, -0.08884239126002343,
+        -0.16052195262580163, -0.3419886033428876,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real O15_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.021189299069938092,
+        0.045322978786657475, 0.08278537031645007, 0.1367205671564068, 0.2041199826559248, 0.2787536009528289,
+        0.36172783601759284, 0.4471580313422192, 0.5352941200427705, 0.6242820958356683, 0.850033257689769,
+        1.0791812460476249, 1.3096301674258988, 1.545307116465824, 1.7846172926328754, 2.0293837776852097,
+        2.2764618041732443, 2.525044807036845, 2.775974331129369, 3.0253058652647704, 3.278753600952829,
+        3.5289167002776547, 3.7795964912578244, 4.02938377768521, 4.278753600952829, 4.528916700277655,
+        4.7774268223893115, 5.02530586526477, 5.27415784926368, 5.519827993775719, 5.767155866082181,
+        6.012837224705172, 6.260071387985075, 6.503790683057181, 6.749736315569061, 6.994317152669637,
+        7.238046103128795, 7.482873583608754, 7.727541257028556, 7.971739590887778, 8.459392487759231,
+        8.947433721887052, 9.4345689040342, 9.922206277439017, 10.409933123331294, 10.898176483497677,
+        11.38738982633873, 12.611723308007342,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real O16_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.012837224705172217,
+        0.037426497940623665, 0.07188200730612537, 0.12057393120584989, 0.1846914308175988, 0.2624510897304295,
+        0.3463529744506387, 0.437750562820388, 0.534026106056135, 0.6344772701607315, 0.8981764834976765,
+        1.1760912590556813, 1.4668676203541096, 1.7641761323903307, 2.0644579892269186, 2.367355921026019,
+        2.667452952889954, 2.9656719712201065, 3.2624510897304293, 3.5550944485783194, 3.845098040014257,
+        4.133538908370218, 4.419955748489758, 4.704150516839799, 4.986771734266245, 5.267171728403014,
+        5.547774705387822, 5.8267225201689925, 6.103803720955957, 6.380211241711606, 6.6551384348113825,
+        6.929929560084588, 7.204119982655925, 7.477121254719663, 7.748962861256161, 8.021189299069938,
+        8.292256071356476, 8.562292864456476, 8.832508912706237, 9.100370545117563, 9.640481436970422,
+        10.178976947293169, 10.714329759745233, 11.250420002308894, 11.785329835010767, 12.320146286111054,
+        12.856124444242301, 14.195899652409233,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real O17_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.004321373782642578, 0.004321373782642578,
+        0.00860017176191757, 0.012837224705172217, 0.01703333929878037, 0.01703333929878037, 0.02530586526477026,
+        0.03342375548694973, 0.04139268515822508, 0.05307844348341968, 0.06069784035361165, 0.09342168516223508,
+        0.13033376849500614, 0.17609125905568124, 0.23299611039215384, 0.2966651902615311, 0.367355921026019,
+        0.44560420327359757, 0.5289167002776547, 0.615950051656401, 0.7084209001347128, 0.9542425094393249,
+        1.2174839442139063, 1.4913616938342726, 1.7708520116421442, 2.05307844348342, 2.3324384599156054,
+        2.6138418218760693, 2.8926510338773004, 3.1702617153949575, 3.4471580313422194, 3.7234556720351857,
+        3.999130541287371, 4.27415784926368, 4.549003262025788, 4.824125833916549, 5.100370545117563,
+        5.3747483460101035, 5.649334858712142, 5.924279286061882, 6.198657086954423, 6.474216264076255,
+        6.749736315569061, 7.02530586526477, 7.301029995663981, 7.576341350205793, 7.852479993636856,
+        8.127104798364808, 8.404833716619938, 8.680335513414564, 8.956648579205204, 9.509202522331103,
+        10.064457989226918, 10.618048096712092, 11.173186268412275, 11.73158876518674, 12.290034611362518,
+        12.848804701051804, 14.252853030979892,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real O18_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.004321373782642578, 0.00860017176191757, 0.012837224705172217, 0.021189299069938092, 0.04921802267018165,
+        0.08635983067474823, 0.13353890837021754, 0.1846914308175988, 0.23804610312879543, 0.38381536598043126,
+        0.5118833609788744, 0.6334684555795865, 0.7474118078864233, 0.8536982117761743, 0.9542425094393249,
+        1.0530784434834197, 1.146128035678238, 1.2430380486862944, 1.3384564936046048, 1.5921767573958667,
+        1.8686444383948257, 2.164352855784437, 2.4756711883244296, 2.791690649020118, 3.110589710299249,
+        3.428134794028789, 3.7450747915820575, 4.060697840353612, 4.372912002970106, 4.68304703823885,
+        4.992995098431342, 5.301029995663981, 5.608526033577194, 5.9148718175400505, 6.220108088040055,
+        6.525044807036846, 6.82865989653532, 7.1303337684950066, 7.434568904034199, 7.7363965022766426,
+        8.037426497940624, 8.338456493604605, 8.640481436970422, 8.940516484932568, 9.2405492482826,
+        9.540329474790873, 9.840733234611807, 10.139879086401237, 10.439332693830263, 11.037426497940624,
+        11.636487896353366, 12.23552844690755, 12.834420703681532, 13.432969290874405, 14.03342375548695,
+        14.634477270160732, 16.139879086401237,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real F17_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.004321373782642578, 0.00860017176191757, 0.012837224705172217, 0.021189299069938092,
+        0.02530586526477026, 0.03342375548694973, 0.037426497940623665, 0.04139268515822508, 0.05307844348341968,
+        0.06069784035361165, 0.06818586174616162, 0.07554696139253074, 0.08635983067474823, 0.11394335230683679,
+        0.14301480025409505, 0.18184358794477257, 0.22788670461367352, 0.28103336724772754, 0.3424226808222063,
+        0.4082399653118496, 0.47856649559384334, 0.5550944485783191, 0.6374897295125107, 0.8603380065709937,
+        1.1038037209559568, 1.3654879848908996, 1.6334684555795866, 1.9057958803678685, 2.1818435879447726,
+        2.456366033129043, 2.7307822756663893, 3.0043213737826426, 3.278753600952829, 3.5538830266438746,
+        3.828015064223977, 4.100370545117563, 4.376576957056512, 4.650307523131937, 4.924279286061882,
+        5.198657086954423, 5.472756449317212, 5.747411807886423, 6.021189299069938, 6.296665190261531,
+        6.571708831808688, 6.846955325019824, 7.12057393120585, 7.3979400086720375, 7.673020907128897,
+        7.948412965778601, 8.225309281725863, 8.499687082618404, 8.775974331129369, 9.328379603438737,
+        9.88252453795488, 10.437750562820389, 10.992553517832135, 11.549003262025789, 12.107209969647869,
+        12.66651798055488, 14.068185861746162,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real F18_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.00860017176191757, 0.02530586526477026, 0.04921802267018165,
+        0.08635983067474823, 0.12385164096708581, 0.1673173347481761, 0.20682587603184974, 0.28330122870354957,
+        0.35024801833416286, 0.4065401804339551, 0.45331834004703764, 0.4941545940184428, 0.6646419755561255,
+        0.756636108245848, 0.8419848045901139, 0.9232440186302766, 1.0043213737826426, 1.08278537031645,
+        1.1643528557844371, 1.250420002308894, 1.3384564936046048, 1.429752280002408, 1.6748611407378116,
+        1.9405164849325673, 2.220108088040055, 2.505149978319906, 2.7930916001765804, 3.0827853703164503,
+        3.369215857410143, 3.6570558528571038, 3.9434945159061026, 4.230448921378274, 4.514547752660286,
+        4.800029359244134, 5.086359830674748, 5.371067862271737, 5.657055852857104, 5.94299959336604,
+        6.230448921378274, 6.515873843711679, 6.803457115648414, 7.089905111439398, 7.378397900948138,
+        7.667452952889954, 7.956168430475364, 8.24551266781415, 8.534026106056135, 8.823474229170301,
+        9.113943352306837, 9.403120521175818, 9.69460519893357, 9.984977126415494, 10.568201724066995,
+        11.152288344383056, 11.73798732633343, 12.324282455297693, 12.913813852383717, 13.503790683057181,
+        14.096910013008056, 15.584331224367531,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real F19_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.00860017176191757, 0.021189299069938092,
+        0.045322978786657475, 0.07918124604762482, 0.11058971029924898, 0.14301480025409505, 0.17609125905568124,
+        0.20682587603184974, 0.32633586092875144, 0.40312052117581787, 0.4548448600085102, 0.4941545940184428,
+        0.5250448070368452, 0.5526682161121932, 0.5763413502057929, 0.5976951859255123, 0.6384892569546373,
+        0.6739419986340878, 0.7075701760979364, 0.7371926427047373, 0.7656685547590141, 0.8530895298518656,
+        0.9258275746247423, 1.0, 1.0791812460476249, 1.1583624920952498, 1.2430380486862944,
+        1.3324384599156054, 1.4265112613645752, 1.5250448070368452, 1.6273658565927327, 1.9052560487484513,
+        2.204119982655925, 2.514547752660286, 2.8312296938670634, 3.14921911265538, 3.4683473304121573,
+        3.7867514221455614, 4.103803720955957, 4.419955748489758, 4.734799829588847, 5.049218022670182,
+        5.363611979892144, 5.679427896612119, 5.993436230497612, 6.307496037913213, 6.623249290397901,
+        6.937517892017347, 7.252853030979893, 7.567026366159061, 7.8819549713396, 8.195899652409233,
+        8.511883360978874, 8.826074802700827, 9.139879086401237, 9.456366033129044, 9.771587480881255,
+        10.086359830674748, 10.403120521175818, 10.717670503002262, 11.03342375548695, 11.665580991017952,
+        12.298853076409706, 12.932473764677153, 13.56702636615906, 14.204119982655925, 14.840733234611807,
+        15.48000694295715, 17.08278537031645,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Ne18_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 8.685880952436748e-07, 3.821623291793711e-05, 0.00034078742672235857, 0.0014740966917327271,
+        0.0042108511246098535, 0.009296188019926578, 0.01729216848118748, 0.028532619910828713, 0.06103645800577312,
+        0.10579825637065968, 0.1601151291767779, 0.2207039183598475, 0.28451510286256426, 0.4132997640812518,
+        0.534026106056135, 0.6454222693490919, 0.7474118078864233, 0.8419848045901139, 0.931457870689005,
+        1.0170333392987805, 1.1038037209559568, 1.1931245983544616, 1.2833012287035497, 1.530199698203082,
+        1.8027737252919758, 2.0969100130080562, 2.406540180433955, 2.720159303405957, 3.037426497940624,
+        3.3502480183341627, 3.6646419755561257, 3.9768083373380665, 4.2878017299302265, 4.596597095626461,
+        4.904174368284163, 5.212187604403958, 5.517195897949974, 5.8228216453031045, 6.127104798364807,
+        6.431363764158988, 6.733999286538387, 7.037426497940624, 7.338456493604605, 7.6414741105041,
+        7.94299959336604, 8.243038048686294, 8.545307116465825, 8.846337112129806, 9.146128035678238,
+        9.44715803134222, 9.747411807886424, 10.049218022670182, 10.348304863048162, 10.947923619831727,
+        11.547774705387823, 12.14921911265538, 12.749736315569061, 13.352182518111363, 13.953759691733229,
+        14.556302500767288, 16.068185861746162,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Ne19_pf_array[npts_1] = {
+        0.0, 0.0, 1.3028814913777444e-06, 0.00013982031331027489, 0.0014412009067215222,
+        0.0058550331034921905, 0.01484382918315971, 0.02864403564981097, 0.046524428475543715, 0.067325701327402,
+        0.08987227329808917, 0.2024330050186144, 0.29142235685380635, 0.3573212585177977, 0.4076299980711713,
+        0.4480025329155769, 0.4819996873375467, 0.5117837959085901, 0.5386747558422048, 0.5868019236204228,
+        0.6302234949477327, 0.6708947682014244, 0.7099774032281327, 0.7482111370619575, 0.8241258339165489,
+        0.8998205024270963, 0.9777236052888478, 1.0569048513364727, 1.1398790864012365, 1.2278867046136734,
+        1.320146286111054, 1.416640507338281, 1.5171958979499742, 1.6222140229662954, 1.9041743682841634,
+        2.204119982655925, 2.5171958979499744, 2.833147111912785, 3.14921911265538, 3.4683473304121573,
+        3.783903579272735, 4.096910013008056, 4.413299764081252, 4.725911632295048, 5.037426497940624,
+        5.352182518111363, 5.664641975556125, 5.977266212427293, 6.290034611362518, 6.603144372620182,
+        6.915927211697116, 7.230448921378274, 7.54282542695918, 7.8561244442423, 8.170261715394957,
+        8.484299839346786, 8.797267540830717, 9.11058971029925, 9.424881636631067, 9.739572344450092,
+        10.05307844348342, 10.369215857410143, 10.683947130751513, 10.998695158311655, 11.629409599102718,
+        12.260071387985075, 12.893206753059848, 13.52762990087134, 14.161368002234974, 14.798650645445269,
+        15.436162647040756, 17.037426497940622,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Ne20_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 6.9486561213582446e-06, 0.00016586881316040883, 0.0011034421778731533, 0.003892457497077877,
+        0.009540974939696452, 0.018595240218299815, 0.03107544483336982, 0.04661767038571622, 0.0846241727916796,
+        0.12822183093465686, 0.174311933665943, 0.22124805254602342, 0.2683385291343481, 0.36172783601759284,
+        0.456366033129043, 0.5514499979728752, 0.6483600109809317, 0.7466341989375788, 0.8481891169913987,
+        0.9532763366673044, 1.0644579892269186, 1.1789769472931695, 1.3031960574204888, 1.6434526764861874,
+        2.0170333392987803, 2.4099331233312946, 2.8068580295188172, 3.2013971243204513, 3.5899496013257077,
+        3.9731278535996988, 4.352182518111363, 4.725911632295048, 5.096910013008056, 5.465382851448418,
+        5.830588668685144, 6.193124598354462, 6.556302500767288, 6.916980047320382, 7.276461804173244,
+        7.6344772701607315, 7.991669007379949, 8.348304863048162, 8.703291378118662, 9.056904851336473,
+        9.411619705963231, 9.763427993562937, 10.117271295655764, 10.46686762035411, 10.818225893613956,
+        11.170261715394957, 11.519827993775719, 11.869231719730976, 12.217483944213907, 12.916453948549925,
+        13.61384182187607, 14.3096301674259, 15.004321373782643, 15.702430536445526, 16.399673721481037,
+        17.096910013008056, 18.838849090737256,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Ne21_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 8.685880952436748e-07, 2.4754079983896385e-05,
+        0.0001901793368385613, 0.0007372402163824667, 0.0019404293040471109, 0.0040039218205739505, 0.007021925578680666,
+        0.010986057727319889, 0.04118891376750491, 0.07777221055393521, 0.11230632139519969, 0.14260436993417835,
+        0.16888829052162924, 0.19197861038694297, 0.21269992944898236, 0.23172922294680387, 0.26667282493464145,
+        0.2996105757244402, 0.3321030146619489, 0.3650139334448046, 0.3988146649899236, 0.46982201597816303,
+        0.5465426634781311, 0.6283889300503115, 0.7176705030022621, 0.8142475957319202, 0.9180303367848801,
+        1.0293837776852097, 1.14921911265538, 1.276461804173244, 1.4082399653118496, 1.760422483423212,
+        2.1271047983648077, 2.499687082618404, 2.870403905279027, 3.2380461031287955, 3.603144372620182,
+        3.965671971220107, 4.326335860928752, 4.683947130751513, 5.041392685158225, 5.396199347095736,
+        5.752048447819439, 6.107209969647869, 6.4623979978989565, 6.817565369559781, 7.173186268412274,
+        7.5276299008713385, 7.8819549713396, 8.23552844690755, 8.5910646070265, 8.944975908412047,
+        9.298853076409706, 9.653212513775344, 10.008600171761918, 10.361727836017593, 10.716837723299525,
+        11.071882007306126, 11.424881636631067, 11.780317312140152, 12.133538908370218, 12.844477175745682,
+        13.55509444857832, 14.267171728403014, 14.979548374704095, 15.693726948923647, 16.40823996531185,
+        17.123851640967086, 18.923244018630278,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Na22_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        4.342942647204277e-07, 2.605759074128604e-06, 1.3028639028478182e-05, 4.559852671908958e-05, 0.00011984873864003523,
+        0.0002626687122755098, 0.002992810584370353, 0.010836979076306525, 0.02428653620880802, 0.04242704733870039,
+        0.06402310268617777, 0.0879676561420024, 0.11338308526345185, 0.13961150376071624, 0.19275584832811388,
+        0.2451455832343637, 0.2958922043442712, 0.3448263511644293, 0.39212883410565064, 0.48287358360875376,
+        0.5717088318086876, 0.6627578316815741, 0.756636108245848, 0.8561244442423004, 0.9633155113861113,
+        1.0791812460476249, 1.2013971243204515, 1.3283796034387378, 1.4638929889859074, 1.8215135284047732,
+        2.1931245983544616, 2.5705429398818973, 2.9474337218870508, 3.322219294733919, 3.6954816764901977,
+        4.068185861746161, 4.4361626470407565, 4.804820678721162, 5.173186268412274, 5.540329474790874,
+        5.907411360774586, 6.27415784926368, 6.642464520242122, 7.008600171761918, 7.378397900948138,
+        7.746634198937579, 8.113943352306837, 8.482873583608754, 8.851258348719075, 9.220108088040055,
+        9.588831725594208, 9.957607287060096, 10.32633586092875, 10.695481676490198, 11.064457989226918,
+        11.4345689040342, 11.80413943233535, 12.173186268412275, 12.544068044350276, 13.285557309007775,
+        14.02938377768521, 14.773054693364262, 15.518513939877888, 16.264817823009537, 17.012837224705173,
+        17.76492298464989, 19.64933485871214,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Na23_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 1.737174453219938e-06,
+        2.3885539658322847e-05, 0.00013113713282427166, 0.0004423207528904243, 0.0010999766245234138, 0.002232173197636284,
+        0.003929471989446119, 0.021128907257497758, 0.0479649055541949, 0.07726249885377773, 0.10525805048344758,
+        0.13079227003361293, 0.15390201926318714, 0.17503899265296466, 0.1947232524871551, 0.23147162936712468,
+        0.26668504599022796, 0.3016913566252569, 0.33713446730536967, 0.37335950050705796, 0.4487063199050799,
+        0.5314789170422551, 0.6211762817750351, 0.7218106152125465, 0.8344207036815325, 0.9590413923210936,
+        1.0934216851622351, 1.2405492482825997, 1.3926969532596658, 1.5514499979728753, 1.9628426812012425,
+        2.383815365980431, 2.803457115648414, 3.220108088040055, 3.6344772701607315, 4.045322978786658,
+        4.453318340047038, 4.857935264719429, 5.26245108973043, 5.664641975556125, 6.064457989226918,
+        6.466867620354109, 6.867467487859051, 7.267171728403014, 7.666517980554881, 8.064457989226918,
+        8.463892988985908, 8.861534410859038, 9.260071387985075, 9.656098202012831, 10.05307844348342,
+        10.450249108319362, 10.846337112129806, 11.243038048686294, 11.638489256954637, 12.03342375548695,
+        12.429752280002408, 12.826074802700827, 13.222716471147583, 13.6170003411209, 14.40823996531185,
+        15.20139712432045, 15.993876914941211, 16.787460474518415, 17.582063362911708, 18.378397900948137,
+        19.17609125905568, 21.173186268412273,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Mg22_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 4.342942647204277e-07,
+        1.3028814913777444e-06, 0.0001411227754094858, 0.001568009102978072, 0.006621333592317272, 0.017164860499026567,
+        0.03357733989361113, 0.05503565409031889, 0.08020425138057381, 0.10775825947457741, 0.16607827276194487,
+        0.224935317299723, 0.2825131291235062, 0.33852302720374633, 0.39321990159455933, 0.49968708261840383,
+        0.6063813651106049, 0.7134905430939426, 0.8247764624755457, 0.9420080530223133, 1.0681858617461617,
+        1.2013971243204515, 1.3424226808222062, 1.4913616938342726, 1.6483600109809315, 2.0569048513364727,
+        2.4785664955938436, 2.8987251815894934, 3.3138672203691533, 3.7234556720351857, 4.127104798364807,
+        4.5276299008713385, 4.923244018630276, 5.315970345456917, 5.707570176097937, 6.096910013008056,
+        6.48572142648158, 6.872156272748293, 7.2576785748691846, 7.643452676486188, 8.02938377768521,
+        8.411619705963231, 8.79448804665917, 9.176091259055681, 9.558708570533165, 9.940516484932568,
+        10.32221929473392, 10.702430536445526, 11.08278537031645, 11.463892988985908, 11.84323277809801,
+        12.222716471147583, 12.603144372620182, 12.982723387668546, 13.361727836017593, 14.12057393120585,
+        14.880241775895481, 15.639486489268586, 16.399673721481037, 17.161368002234976, 17.92272545799326,
+        18.685741738602264, 20.59659709562646,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Mg24_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        4.342942647204277e-07, 5.471765757979972e-05, 0.0007714899373308072, 0.0037633124724497638, 0.010764115210255058,
+        0.022625058328435314, 0.039160607597355665, 0.05951911533271758, 0.08262238957783377, 0.13324118689139802,
+        0.185518640557017, 0.2370005304649223, 0.2870228837145503, 0.3357157930198095, 0.43136376415898736,
+        0.5263392773898441, 0.6253124509616739, 0.7307822756663892, 0.8463371121298052, 0.974971994298069,
+        1.1172712956557642, 1.2741578492636798, 1.4424797690644486, 1.6232492903979006, 2.103803720955957,
+        2.598790506763115, 3.089905111439398, 3.5774917998372255, 4.05307844348342, 4.52244423350632,
+        4.984527313343793, 5.440909082065218, 5.894869656745253, 6.344392273685111, 6.791690649020118,
+        7.235528446907549, 7.678518379040114, 8.12057393120585, 8.558708570533165, 8.99563519459755,
+        9.431363764158988, 9.866287339084195, 10.301029995663981, 10.732393759822969, 11.164352855784438,
+        11.594392550375426, 12.02530586526477, 12.453318340047037, 12.881384656770573, 13.3096301674259,
+        13.736396502276643, 14.161368002234974, 14.588831725594208, 15.012837224705173, 15.86569605991607,
+        16.715167357848458, 17.56466606425209, 18.413299764081252, 19.26245108973043, 20.113943352306837,
+        20.96284268120124, 23.0899051114394,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Al27_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 8.685880952436748e-07, 3.4743419578801875e-06,
+        1.0422942490878872e-05, 0.00032429686817590634, 0.0018833542475028369, 0.005477808032249925, 0.011239204769804157,
+        0.018904286378932662, 0.028126564553716336, 0.03862016194970278, 0.05018673657450416, 0.07608019569340023,
+        0.10530099179798433, 0.13774106877747655, 0.1734986149135784, 0.2127888058397363, 0.30319605742048883,
+        0.4099331233312945, 0.5352941200427705, 0.6794278966121189, 0.8394780473741984, 1.0128372247051722,
+        1.1958996524092338, 1.3873898263387294, 1.5843312243675307, 1.783903579272735, 2.287801729930226,
+        2.7944880466591697, 3.296665190261531, 3.7944880466591697, 4.2878017299302265, 4.779596491257824,
+        5.269512944217916, 5.7558748556724915, 6.2405492482825995, 6.725094521081469, 7.209515014542631,
+        7.691081492122969, 8.173186268412275, 8.653212513775344, 9.133538908370218, 9.611723308007342,
+        10.089905111439398, 10.568201724066995, 11.045322978786658, 11.521138083704036, 11.997386384397313,
+        12.472756449317213, 12.947923619831727, 13.423245873936809, 13.89707700320942, 14.371067862271737,
+        14.845098040014257, 15.320146286111054, 15.79309160017658, 16.267171728403014, 17.2148438480477,
+        18.161368002234976, 19.110589710299248, 20.060697840353612, 21.012837224705173, 21.96284268120124,
+        22.915927211697117, 25.305351369446623,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Si28_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 2.1714669808675565e-06, 7.121845527843468e-05, 0.0005624812393818786, 0.002223099674110693,
+        0.0059171580771474625, 0.01228240711882553, 0.021577095617092278, 0.03370716078346824, 0.06502557053071237,
+        0.10275227725738852, 0.14387160800291654, 0.18660350439861528, 0.2302807913268337, 0.3222192947339193,
+        0.42324587393680785, 0.541579243946581, 0.6839471307515121, 0.8518696007297664, 1.0413926851582251,
+        1.250420002308894, 1.4727564493172123, 1.7024305364455252, 1.9375178920173466, 2.5314789170422554,
+        3.12057393120585, 3.7024305364455254, 4.271841606536499, 4.834420703681532, 5.389166084364533,
+        5.937517892017347, 6.481442628502305, 7.021189299069938, 7.557507201905658, 8.089905111439398,
+        8.622214022966295, 9.14921911265538, 9.675778341674086, 10.198657086954423, 10.721810615212547,
+        11.2405492482826, 11.75966784468963, 12.276461804173245, 12.791690649020119, 13.305351369446624,
+        13.818225893613956, 14.330413773349191, 14.840733234611807, 15.350248018334163, 15.859138297294532,
+        16.367355921026018, 16.8750612633917, 17.38201704257487, 17.88874096068289, 18.90036712865647,
+        19.911157608739977, 20.92116605063774, 21.9304395947667, 22.93951925261862, 23.948901760970212,
+        24.958563883221967, 27.48572142648158,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real P31_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        4.342942647204277e-07, 4.820401221806151e-05, 0.0005624812393818786, 0.002468018295084159, 0.006670091319158333,
+        0.013688955408210907, 0.023674199668938998, 0.0365510506801258, 0.05215275629691827, 0.09085986215557587,
+        0.13887811232360858, 0.19608052467040615, 0.2628929908553992, 0.33982852740425823, 0.5237464668115644,
+        0.7419390777291989, 0.9827233876685454, 1.235528446907549, 1.4899584794248346, 1.7442929831226763,
+        1.9960736544852753, 2.24551266781415, 2.4913616938342726, 2.733999286538387, 3.330413773349191,
+        3.9132839017604186, 4.48572142648158, 5.049218022670182, 5.608526033577194, 6.164352855784437,
+        6.714329759745233, 7.264817823009537, 7.812913356642856, 8.359835482339887, 8.90687353472207,
+        9.453318340047037, 9.997823080745725, 10.54282542695918, 11.086359830674748, 11.629409599102718,
+        12.170261715394957, 12.712649701627212, 13.255272505103306, 13.79448804665917, 14.334453751150932,
+        14.874481817699467, 15.414973347970818, 15.953276336667304, 16.492760389026838, 17.02938377768521,
+        17.570542939881896, 18.10720996964787, 18.64738297011462, 19.187520720836464, 20.264817823009537,
+        21.342422680822207, 22.42160392686983, 23.503790683057183, 24.5854607295085, 25.66931688056611,
+        26.75511226639507, 29.477121254719663,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real S32_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 5.211502513843472e-06, 6.948155872801058e-05, 0.0003893875360542875,
+        0.001336870159627728, 0.003378232401258555, 0.00696337755678715, 0.012456734172197398, 0.030114157908450765,
+        0.05748428585387722, 0.0950053699501746, 0.14295136988131382, 0.20165707691270435, 0.3521825181113625,
+        0.5502283530550941, 0.787460474518415, 1.0569048513364727, 1.3404441148401183, 1.631443769013172,
+        1.92272545799326, 2.2121876044039577, 2.4955443375464483, 2.7737864449811935, 3.44870631990508,
+        4.096910013008056, 4.726727209026572, 5.3404441148401185, 5.944975908412048, 6.541579243946581,
+        7.133538908370218, 7.720985744153739, 8.305351369446624, 8.888740960682894, 9.469822015978163,
+        10.049218022670182, 10.628388930050312, 11.20682587603185, 11.78175537465247, 12.356025857193123,
+        12.9304395947667, 13.502427119984432, 14.075546961392531, 14.645422269349092, 15.214843848047698,
+        15.783903579272735, 16.352182518111363, 16.920123326290724, 17.487138375477187, 18.053078443483418,
+        18.621176281775035, 19.187520720836464, 19.753583058892907, 20.318063334962762, 21.450249108319362,
+        22.580924975675618, 23.71264970162721, 24.84385542262316, 25.976808337338067, 27.110589710299248,
+        28.24551266781415, 31.08635983067475,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Cl35_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 1.8239985202970884e-05, 0.00020710907627919203, 0.0009431313908907785, 0.002698987769012708,
+        0.005906875936599731, 0.010907713111778477, 0.017957319425972694, 0.02725376696259042, 0.0532486689285615,
+        0.09021853774459236, 0.13964204799692437, 0.20296975189964023, 0.28111453407611076, 0.48000694295715063,
+        0.7234556720351858, 0.9934362304976118, 1.2741578492636798, 1.5587085705331658, 1.841984804590114,
+        2.123851640967086, 2.401400540781544, 2.678518379040114, 2.951823035315912, 3.6263403673750423,
+        4.2878017299302265, 4.942008053022313, 5.588831725594208, 6.230448921378274, 6.870988813760575,
+        7.509202522331103, 8.146128035678238, 8.781036938621131, 9.414973347970818, 10.049218022670182,
+        10.681241237375588, 11.313867220369154, 11.943988875073773, 12.574031267727719, 13.204119982655925,
+        13.831229693867064, 14.457881896733992, 15.086359830674748, 15.710963118995275, 16.33645973384853,
+        16.96189547366785, 17.586587304671756, 18.212187604403958, 18.835056101720117, 19.45939248775923,
+        20.08278537031645, 20.705863712283918, 21.330413773349193, 21.95375969173323, 23.20139712432045,
+        24.450249108319362, 25.699837725867248, 26.950364854376122, 28.20139712432045, 29.456366033129044,
+        30.71264970162721, 33.862131379313034,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Ar36_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 4.342942647204277e-07, 2.3451268844214655e-05, 0.00023141729162330256, 0.0010622869460975197,
+        0.0031540913067783544, 0.007135153007315867, 0.013474284663478431, 0.02245187936733961, 0.048771089883939175,
+        0.08643600351808535, 0.13560900039779808, 0.1965840257248699, 0.2696980636423851, 0.45331834004703764,
+        0.6848453616444125, 0.9585638832219674, 1.2624510897304295, 1.5809249756756194, 1.9057958803678685,
+        2.230448921378274, 2.550228353055094, 2.8662873390841948, 3.1760912590556813, 3.929418925714293,
+        4.657055852857104, 5.365487984890899, 6.060697840353612, 6.746634198937579, 7.426511261364575,
+        8.100370545117563, 8.773054693364262, 9.442479769064448, 10.11058971029925, 10.77451696572855,
+        11.437750562820389, 12.100370545117563, 12.758911892397974, 13.41664050733828, 14.071882007306126,
+        14.727541257028557, 15.38201704257487, 16.03342375548695, 16.684845361644413, 17.33445375115093,
+        17.983626287124533, 18.63144376901317, 19.27875360095283, 19.925827574624744, 20.57170883180869,
+        21.217483944213907, 21.863322860120455, 22.50785587169583, 23.152288344383056, 24.440909082065218,
+        25.72916478969277, 27.01703333929878, 28.305351369446623, 29.595496221825574, 30.885926339801433,
+        32.17897694729317, 35.41329976408125,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real K39_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 3.908632748276029e-06, 3.4307908925770636e-05,
+        0.000162829902014903, 0.0005394928156396339, 0.0014074368520356395, 0.0031075244141559894, 0.010846721573671135,
+        0.028297088943748085, 0.060956829214686044, 0.11414775667614005, 0.1912997955319451, 0.4132997640812518,
+        0.7015679850559274, 1.0170333392987805, 1.3384564936046048, 1.6599162000698502, 1.9772662124272926,
+        2.292256071356476, 2.6020599913279625, 2.910090545594068, 3.214843848047698, 3.9684829485539352,
+        4.710963118995275, 5.444044795918076, 6.173186268412274, 6.897627091290442, 7.619093330626743,
+        8.338456493604605, 9.056904851336473, 9.771587480881255, 10.48572142648158, 11.198657086954423,
+        11.907948521612273, 12.6170003411209, 13.324282455297693, 14.02938377768521, 14.733999286538387,
+        15.437750562820389, 16.139879086401237, 16.8394780473742, 17.539076098792776, 18.238046103128795,
+        18.936513742478894, 19.633468455579585, 20.330413773349193, 21.02530586526477, 21.723455672035186,
+        22.418301291319747, 23.113943352306837, 23.809559714635267, 24.505149978319906, 25.89542254603941,
+        27.285557309007775, 28.678518379040113, 30.071882007306126, 31.465382851448418, 32.860936620700095,
+        34.25767857486918, 37.761927838420526,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Ca40_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 3.4743419578801875e-06,
+        2.605688721537332e-05, 0.00012419046343446514, 0.0004254001802063995, 0.0011532564515138494, 0.005324252203746658,
+        0.016451245325404366, 0.03938040551055626, 0.0790998081972309, 0.13972800117379408, 0.33041377334919086,
+        0.6063813651106049, 0.9385197251764918, 1.2988530764097066, 1.6693168805661123, 2.037426497940624,
+        2.403120521175818, 2.761927838420529, 3.113943352306837, 3.459392487759231, 4.301029995663981,
+        5.117271295655764, 5.9148718175400505, 6.701567985055927, 7.478566495593843, 8.250420002308894,
+        9.01703333929878, 9.781036938621131, 10.540329474790873, 11.296665190261532, 12.049218022670182,
+        12.801403710017356, 13.549003262025789, 14.294466226161592, 15.037426497940624, 15.779596491257825,
+        16.518513939877888, 17.255272505103306, 17.99211148778695, 18.72591163229505, 19.45939248775923,
+        20.19033169817029, 20.920645001406786, 21.650307523131936, 22.378397900948137, 23.10720996964787,
+        23.832508912706235, 24.558708570533167, 25.285557309007775, 26.008600171761916, 27.45939248775923,
+        28.907948521612273, 30.356025857193124, 31.804820678721164, 33.25285303097989, 34.704150516839796,
+        36.15533603746506, 39.78816837114117,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Sc43_pf_array[npts_1] = {
+        0.0, 1.737174453219938e-06, 3.213660262116793e-05, 0.0006088881229004689, 0.002639422351216832,
+        0.006348788305828209, 0.011375876688411649, 0.017242084547645732, 0.02355944464942603, 0.03006796257543875,
+        0.03661053325876141, 0.06810122175372876, 0.09804672309111767, 0.12848424511267922, 0.16058766813472455,
+        0.1946644458530261, 0.23055748142930874, 0.2679262754358927, 0.3064134462100847, 0.3856843680943845,
+        0.4672642331672854, 0.5514418243762168, 0.6393550853495756, 0.732465412501299, 0.9380190974762103,
+        1.1760912590556813, 1.4456042032735976, 1.7371926427047373, 2.0453229787866576, 2.359835482339888,
+        2.678518379040114, 3.0, 3.322219294733919, 3.6424645202421213, 4.439332693830263,
+        5.230448921378274, 6.017033339298781, 6.8020892578817325, 7.585460729508501, 8.36735592102602,
+        9.14921911265538, 9.929418925714293, 10.710117365111817, 11.489958479424836, 12.267171728403014,
+        13.045322978786658, 13.822168079368018, 14.597695185925513, 15.371067862271737, 16.146128035678238,
+        16.916453948549925, 17.687528961214635, 18.457881896733994, 19.227886704613674, 19.99694924849538,
+        20.76492298464989, 21.532754378992497, 22.30102999566398, 23.068185861746162, 23.835690571492425,
+        24.602059991327963, 25.369215857410143, 26.136720567156406, 26.903632516084237, 28.439332693830263,
+        29.97497199429807, 31.511883360978874, 33.05307844348342, 34.59217675739587, 36.13672056715641,
+        37.682145076373835, 41.55870857053316,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Ti44_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 4.342942647204277e-07, 1.737174453219938e-06,
+        7.382943437485088e-06, 0.0004987179011085028, 0.004043078170724821, 0.014135215027787822, 0.032426549056877405,
+        0.058561151016688254, 0.09131586357749837, 0.1294359425571275, 0.17190802974603506, 0.2667731684215763,
+        0.37035022176288673, 0.47788465213962983, 0.5860935485551829, 0.693748838923791, 0.9116901587538612,
+        1.1522883443830565, 1.4409090820652177, 1.7788744720027396, 2.1522883443830567, 2.5415792439465807,
+        2.9334872878487053, 3.322219294733919, 3.7041505168397992, 4.079181246047625, 4.996073654485276,
+        5.885361220031512, 6.757396028793024, 7.619093330626743, 8.472756449317213, 9.32221929473392,
+        10.167317334748176, 11.008600171761918, 11.85003325768977, 12.687528961214634, 13.52244423350632,
+        14.354108439147401, 15.1846914308176, 16.012837224705173, 16.836956737059552, 17.65991620006985,
+        18.481442628502304, 19.298853076409706, 20.117271295655765, 20.9329808219232, 21.746634198937578,
+        22.559906625036113, 23.371067862271737, 24.181843587944773, 24.991226075692495, 25.799340549453582,
+        26.60745502321467, 27.414973347970818, 28.220108088040057, 29.02530586526477, 30.63748972951251,
+        32.247973266361804, 33.8561244442423, 35.46538285144842, 37.07554696139253, 38.68484536164441,
+        40.29666519026153, 44.33041377334919,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real V47_pf_array[npts_1] = {
+        2.518834949526704e-05, 0.0007584840322833456, 0.004226764680268442, 0.024475815916759104, 0.05998274311239668,
+        0.1028026649155908, 0.14672973694476377, 0.18852098344730983, 0.22688178294786615, 0.2615226538586488,
+        0.29260868165003595, 0.40714096450521564, 0.48021742410342627, 0.5329079468954852, 0.5750746363992424,
+        0.6115960803783954, 0.6450760714077263, 0.6770396273057074, 0.708482088001612, 0.7725618227871047,
+        0.8417322779915452, 0.9194240819892174, 1.0083997539725875, 1.110602503281611, 1.3560258571931227,
+        1.651278013998144, 1.9813655090785445, 2.330413773349191, 2.6884198220027105, 3.0492180226701815,
+        3.41161970596323, 3.7708520116421442, 4.127104798364807, 4.484299839346786, 5.365487984890899,
+        6.238046103128795, 7.103803720955957, 7.967547976218862, 8.830588668685145, 9.69460519893357,
+        10.557507201905658, 11.421603926869832, 12.285557309007775, 13.146128035678238, 14.008600171761918,
+        14.869231719730976, 15.728353782021228, 16.586587304671756, 17.442479769064448, 18.298853076409706,
+        19.152288344383056, 20.00432137378264, 20.85793526471943, 21.70926996097583, 22.559906625036113,
+        23.409933123331296, 24.260071387985075, 25.10720996964787, 25.956648579205204, 26.804820678721164,
+        27.652246341003323, 28.50105926221775, 29.34830486304816, 30.195899652409235, 31.891537457672566,
+        33.588831725594204, 35.28555730900777, 36.985875357308394, 38.68752896121463, 40.39093510710338,
+        42.096910013008056, 46.372912002970104,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Cr48_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 8.685880952436748e-07, 8.251516766996927e-06, 3.951899976600419e-05, 0.00013330794422173613,
+        0.00035120219371925006, 0.006401856055765156, 0.02685304570895992, 0.0621531182513584, 0.10696594975266843,
+        0.15598699109465683, 0.205815844445829, 0.25471214514215257, 0.30198352738731143, 0.39152612205819926,
+        0.4764059620390526, 0.5602400543128645, 0.6474755901642433, 0.7433846322638775, 0.983175072037813,
+        1.3096301674258988, 1.7067177823367587, 2.1398790864012365, 2.5774917998372255, 3.012837224705172,
+        3.437750562820388, 3.854913022307856, 4.264817823009537, 4.666517980554881, 5.648360010980932,
+        6.606381365110605, 7.550228353055094, 8.484299839346786, 9.414973347970818, 10.340444114840118,
+        11.264817823009537, 12.1846914308176, 13.103803720955957, 14.021189299069938, 14.935003151453655,
+        15.846337112129806, 16.75511226639507, 17.66181268553726, 18.565847818673518, 19.468347330412158,
+        20.369215857410143, 21.267171728403014, 22.161368002234976, 23.056904851336473, 23.94939000664491,
+        24.840733234611807, 25.73078227566639, 26.619093330626743, 27.50785587169583, 28.394451680826215,
+        29.281033367247726, 30.164352855784436, 31.049218022670182, 31.934498451243567, 33.70156798505593,
+        35.46834733041216, 37.23299611039216, 38.99913054128737, 40.764922984649886, 42.5327543789925,
+        44.30102999566398, 48.727541257028555,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Mn51_pf_array[npts_1] = {
+        0.0, 0.0, 4.342942647204277e-07, 6.0362737871404116e-05, 0.0005954436481690332,
+        0.002352703452491265, 0.0058636025937444025, 0.011219737158250307, 0.018191443590229183, 0.02640577650122878,
+        0.035473365577059296, 0.08393991903492294, 0.12694077261184436, 0.1626799839654217, 0.19356340377635362,
+        0.22185561141496235, 0.24912127857304392, 0.27638918590325057, 0.30436276263857276, 0.36442247019537943,
+        0.4326074417788097, 0.5117005179251304, 0.6041057952026397, 0.7115562776994953, 0.9717395908877783,
+        1.287801729930226, 1.640481436970422, 2.0170333392987803, 2.403120521175818, 2.7944880466591697,
+        3.1903316981702914, 3.5854607295085006, 3.9827233876685453, 4.380211241711606, 5.372912002970106,
+        6.363611979892144, 7.354108439147401, 8.342422680822207, 9.328379603438737, 10.311753861055754,
+        11.292256071356476, 12.269512944217917, 13.24551266781415, 14.214843848047698, 15.1846914308176,
+        16.14921911265538, 17.110589710299248, 18.071882007306126, 19.02938377768521, 19.985426474083003,
+        20.93851972517649, 21.88986172125819, 22.8394780473742, 23.787460474518415, 24.73399928653839,
+        25.67942789661212, 26.6232492903979, 27.56702636615906, 28.509202522331105, 29.45178643552429,
+        30.392696953259666, 31.33445375115093, 32.27415784926368, 33.2148438480477, 35.093421685162234,
+        36.97451169273733, 38.8555191556678, 40.737192642704734, 42.620136054973756, 44.505149978319906,
+        46.392696953259666, 51.12057393120585,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Fe52_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 1.737174453219938e-06, 9.554373504133797e-06, 3.778197643341552e-05,
+        0.00011333607006293107, 0.0030242952161453874, 0.015422212189991185, 0.040215337130588114, 0.07478865660777632,
+        0.11488541698288197, 0.15714990338033966, 0.19960737134331175, 0.24132628928072955, 0.3217032118192907,
+        0.39933965344635436, 0.4778337814344742, 0.5623989859221217, 0.6594581913549248, 0.9153998352122699,
+        1.2695129442179163, 1.6910814921229684, 2.143014800254095, 2.6009728956867484, 3.0569048513364727,
+        3.503790683057181, 3.946452265013073, 4.383815365980431, 4.818225893613955, 5.888740960682893,
+        6.944482672150169, 7.9898945637187735, 9.02938377768521, 10.060697840353612, 11.086359830674748,
+        12.11058971029925, 13.127104798364808, 14.139879086401237, 15.14921911265538, 16.152288344383056,
+        17.152288344383056, 18.14921911265538, 19.143014800254097, 20.133538908370216, 21.12057393120585,
+        22.103803720955955, 23.08635983067475, 24.06445798922692, 25.041392685158225, 26.01703333929878,
+        26.989449817666692, 27.960946195733833, 28.930949031167522, 29.899273187317604, 30.8668778143375,
+        31.833784374656478, 32.79934054945358, 33.76417613239033, 34.72835378202123, 36.655138434811384,
+        38.58092497567562, 40.505149978319906, 42.42975228000241, 44.3541084391474, 46.28103336724773,
+        48.20682587603185, 53.02938377768521,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Co55_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 8.685880952436748e-07, 1.4331481434642371e-05, 9.336327741651444e-05,
+        0.0003811432576949256, 0.0011510907323373071, 0.0028275866787247843, 0.0059861278100218065, 0.019727612600003868,
+        0.049238961363648255, 0.10167663281566902, 0.18228879723157643, 0.29243817096179087, 0.5865873046717549,
+        0.9449759084120479, 1.3324384599156054, 1.7363965022766426, 2.14921911265538, 2.56702636615906,
+        2.991226075692495, 3.419955748489758, 3.851869600729766, 4.2878017299302265, 5.382017042574868,
+        6.482873583608754, 7.5820633629117085, 8.677606952720494, 9.767155866082181, 10.85003325768977,
+        11.927370363039024, 12.998695158311655, 14.064457989226918, 15.127104798364808, 16.181843587944773,
+        17.232996110392154, 18.281033367247726, 19.32428245529769, 20.3654879848909, 21.401400540781545,
+        22.436162647040756, 23.468347330412158, 24.4983105537896, 25.525044807036846, 26.550228353055093,
+        27.57403126772772, 28.59659709562646, 29.6170003411209, 30.636487896353366, 31.65609820201283,
+        32.673941998634085, 33.69108149212297, 34.70757017609794, 35.72427586960079, 37.755874855672495,
+        39.786751422145564, 41.818225893613956, 43.850033257689766, 45.88309335857569, 47.91750550955255,
+        49.954242509439325, 55.056904851336476,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Ni56_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 4.342942647204277e-07, 7.817230319428648e-06, 6.42708273977769e-05,
+        0.0002904458650804842, 0.0009123622824012838, 0.002249887625802649, 0.004694448751887299, 0.014735532704563183,
+        0.03529042138996706, 0.07190703372466718, 0.13162956968664008, 0.22190042758492473, 0.5092025223311029,
+        0.9132839017604184, 1.374748346010104, 1.8555191556678001, 2.3404441148401185, 2.8221680793680175,
+        3.303196057420489, 3.783903579272735, 4.26245108973043, 4.7419390777291985, 5.9344984512435675,
+        7.117271295655764, 8.292256071356476, 9.456366033129044, 10.608526033577194, 11.750508394851346,
+        12.88309335857569, 14.008600171761918, 15.123851640967086, 16.232996110392154, 17.33645973384853,
+        18.432969290874407, 19.525044807036846, 20.612783856719737, 21.695481676490196, 22.773786444981194,
+        23.8481891169914, 24.919078092376076, 25.987219229908003, 27.05307844348342, 28.113943352306837,
+        29.17609125905568, 30.232996110392154, 31.287801729930226, 32.3424226808222, 33.39619934709574,
+        34.44715803134222, 35.49692964807321, 36.54530711646582, 37.594392550375424, 39.68752896121463,
+        41.77959649125783, 43.86981820797933, 45.959518376973, 48.04921802267018, 50.13987908640124,
+        52.230448921378276, 57.462397997898954,
+    };
+
 
 
     // interpolation routine
@@ -86,6 +749,134 @@ void get_partition_function(const int inuc, [[maybe_unused]] const tf_t& tfactor
 
     switch (inuc) {
 
+    case O14:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::O14_pf_array, pf, dpf_dT);
+        break;
+
+    case O15:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::O15_pf_array, pf, dpf_dT);
+        break;
+
+    case O16:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::O16_pf_array, pf, dpf_dT);
+        break;
+
+    case O17:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::O17_pf_array, pf, dpf_dT);
+        break;
+
+    case O18:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::O18_pf_array, pf, dpf_dT);
+        break;
+
+    case F17:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::F17_pf_array, pf, dpf_dT);
+        break;
+
+    case F18:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::F18_pf_array, pf, dpf_dT);
+        break;
+
+    case F19:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::F19_pf_array, pf, dpf_dT);
+        break;
+
+    case Ne18:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Ne18_pf_array, pf, dpf_dT);
+        break;
+
+    case Ne19:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Ne19_pf_array, pf, dpf_dT);
+        break;
+
+    case Ne20:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Ne20_pf_array, pf, dpf_dT);
+        break;
+
+    case Ne21:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Ne21_pf_array, pf, dpf_dT);
+        break;
+
+    case Na22:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Na22_pf_array, pf, dpf_dT);
+        break;
+
+    case Na23:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Na23_pf_array, pf, dpf_dT);
+        break;
+
+    case Mg22:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Mg22_pf_array, pf, dpf_dT);
+        break;
+
+    case Mg24:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Mg24_pf_array, pf, dpf_dT);
+        break;
+
+    case Al27:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Al27_pf_array, pf, dpf_dT);
+        break;
+
+    case Si28:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Si28_pf_array, pf, dpf_dT);
+        break;
+
+    case P31:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::P31_pf_array, pf, dpf_dT);
+        break;
+
+    case S32:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::S32_pf_array, pf, dpf_dT);
+        break;
+
+    case Cl35:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Cl35_pf_array, pf, dpf_dT);
+        break;
+
+    case Ar36:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Ar36_pf_array, pf, dpf_dT);
+        break;
+
+    case K39:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::K39_pf_array, pf, dpf_dT);
+        break;
+
+    case Ca40:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Ca40_pf_array, pf, dpf_dT);
+        break;
+
+    case Sc43:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Sc43_pf_array, pf, dpf_dT);
+        break;
+
+    case Ti44:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Ti44_pf_array, pf, dpf_dT);
+        break;
+
+    case V47:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::V47_pf_array, pf, dpf_dT);
+        break;
+
+    case Cr48:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Cr48_pf_array, pf, dpf_dT);
+        break;
+
+    case Mn51:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Mn51_pf_array, pf, dpf_dT);
+        break;
+
+    case Fe52:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Fe52_pf_array, pf, dpf_dT);
+        break;
+
+    case Co55:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Co55_pf_array, pf, dpf_dT);
+        break;
+
+    case Ni56:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Ni56_pf_array, pf, dpf_dT);
+        break;
+
 
     default:
 
diff --git a/networks/CNO_He_burn/reaclib_rates.H b/networks/CNO_He_burn/reaclib_rates.H
index f4078948a9..28529b93cb 100644
--- a/networks/CNO_He_burn/reaclib_rates.H
+++ b/networks/CNO_He_burn/reaclib_rates.H
@@ -273,9 +273,9 @@ void rate_Mg22_to_Na22_weak_wc12(const tf_t& tfactors, amrex::Real& rate, amrex:
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_N13_to_p_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_C12_to_N13(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // N13 --> p + C12
+    // C12 + p --> N13
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -284,13 +284,13 @@ void rate_N13_to_p_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // ls09r
-    ln_set_rate =  40.4354 + -26.326 * tfactors.T9i + -5.10735 * tfactors.T913i + -2.24111 * tfactors.T913
-                         + 0.148883 * tfactors.T9;
+    // ls09n
+    ln_set_rate =  17.1482 + -13.692 * tfactors.T913i + -0.230881 * tfactors.T913
+                         + 4.44362 * tfactors.T9 + -3.15898 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  26.326 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -5.10735 * tfactors.T943i + (1.0/3.0) * -2.24111 * tfactors.T923i
-                                  + 0.148883;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -13.692 * tfactors.T943i + (1.0/3.0) * -0.230881 * tfactors.T923i
+                                  + 4.44362 + (5.0/3.0) * -3.15898 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -301,13 +301,13 @@ void rate_N13_to_p_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // ls09n
-    ln_set_rate =  40.0408 + -22.5475 * tfactors.T9i + -13.692 * tfactors.T913i + -0.230881 * tfactors.T913
-                         + 4.44362 * tfactors.T9 + -3.15898 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    // ls09r
+    ln_set_rate =  17.5428 + -3.77849 * tfactors.T9i + -5.10735 * tfactors.T913i + -2.24111 * tfactors.T913
+                         + 0.148883 * tfactors.T9 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  22.5475 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -13.692 * tfactors.T943i + (1.0/3.0) * -0.230881 * tfactors.T923i
-                                  + 4.44362 + (5.0/3.0) * -3.15898 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  3.77849 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -5.10735 * tfactors.T943i + (1.0/3.0) * -2.24111 * tfactors.T923i
+                                  + 0.148883 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -322,9 +322,9 @@ void rate_N13_to_p_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_N14_to_p_C13(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_C12_to_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // N14 --> p + C13
+    // C12 + He4 --> O16
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -333,13 +333,30 @@ void rate_N14_to_p_C13(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // nacrr
-    ln_set_rate =  37.1528 + -93.4071 * tfactors.T9i + -0.196703 * tfactors.T913
-                         + 0.142126 * tfactors.T9 + -0.0238912 * tfactors.T953;
+    // nac2 
+    ln_set_rate =  254.634 + -1.84097 * tfactors.T9i + 103.411 * tfactors.T913i + -420.567 * tfactors.T913
+                         + 64.0874 * tfactors.T9 + -12.4624 * tfactors.T953 + 137.303 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  93.4071 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -0.196703 * tfactors.T923i
-                                  + 0.142126 + (5.0/3.0) * -0.0238912 * tfactors.T923;
+        dln_set_rate_dT9 =  1.84097 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 103.411 * tfactors.T943i + (1.0/3.0) * -420.567 * tfactors.T923i
+                                  + 64.0874 + (5.0/3.0) * -12.4624 * tfactors.T923 + 137.303 * tfactors.T9i;
+    }
+
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
+    // nac2 
+    ln_set_rate =  69.6526 + -1.39254 * tfactors.T9i + 58.9128 * tfactors.T913i + -148.273 * tfactors.T913
+                         + 9.08324 * tfactors.T9 + -0.541041 * tfactors.T953 + 70.3554 * tfactors.lnT9;
+
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  1.39254 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 58.9128 * tfactors.T943i + (1.0/3.0) * -148.273 * tfactors.T923i
+                                  + 9.08324 + (5.0/3.0) * -0.541041 * tfactors.T923 + 70.3554 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -350,11 +367,28 @@ void rate_N14_to_p_C13(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+}
+
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_p_C13_to_N14(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+
+    // C13 + p --> N14
+
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
     // nacrr
-    ln_set_rate =  38.3716 + -101.18 * tfactors.T9i;
+    ln_set_rate =  15.1825 + -13.5543 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  101.18 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  13.5543 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -366,12 +400,29 @@ void rate_N14_to_p_C13(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
     }
 
     // nacrn
-    ln_set_rate =  41.7046 + -87.6256 * tfactors.T9i + -13.72 * tfactors.T913i + -0.450018 * tfactors.T913
-                         + 3.70823 * tfactors.T9 + -1.70545 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    ln_set_rate =  18.5155 + -13.72 * tfactors.T913i + -0.450018 * tfactors.T913
+                         + 3.70823 * tfactors.T9 + -1.70545 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  87.6256 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -13.72 * tfactors.T943i + (1.0/3.0) * -0.450018 * tfactors.T923i
-                                  + 3.70823 + (5.0/3.0) * -1.70545 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -13.72 * tfactors.T943i + (1.0/3.0) * -0.450018 * tfactors.T923i
+                                  + 3.70823 + (5.0/3.0) * -1.70545 * tfactors.T923 + -0.666667 * tfactors.T9i;
+    }
+
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
+    // nacrr
+    ln_set_rate =  13.9637 + -5.78147 * tfactors.T9i + -0.196703 * tfactors.T913
+                         + 0.142126 * tfactors.T9 + -0.0238912 * tfactors.T953 + -1.5 * tfactors.lnT9;
+
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  5.78147 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -0.196703 * tfactors.T923i
+                                  + 0.142126 + (5.0/3.0) * -0.0238912 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -386,9 +437,9 @@ void rate_N14_to_p_C13(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_O14_to_p_N13(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_N13_to_O14(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // O14 --> p + N13
+    // N13 + p --> O14
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -398,10 +449,12 @@ void rate_O14_to_p_N13(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
     amrex::Real set_rate{0.0};
 
     // lg06r
-    ln_set_rate =  35.2849 + -59.8313 * tfactors.T9i + 1.57122 * tfactors.T913i;
+    ln_set_rate =  10.9971 + -6.12602 * tfactors.T9i + 1.57122 * tfactors.T913i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  59.8313 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 1.57122 * tfactors.T943i;
+        dln_set_rate_dT9 =  6.12602 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 1.57122 * tfactors.T943i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -413,12 +466,12 @@ void rate_O14_to_p_N13(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
     }
 
     // lg06n
-    ln_set_rate =  42.4234 + -53.7053 * tfactors.T9i + -15.1676 * tfactors.T913i + 0.0955166 * tfactors.T913
-                         + 3.0659 * tfactors.T9 + -0.507339 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    ln_set_rate =  18.1356 + -15.1676 * tfactors.T913i + 0.0955166 * tfactors.T913
+                         + 3.0659 * tfactors.T9 + -0.507339 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  53.7053 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -15.1676 * tfactors.T943i + (1.0/3.0) * 0.0955166 * tfactors.T923i
-                                  + 3.0659 + (5.0/3.0) * -0.507339 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -15.1676 * tfactors.T943i + (1.0/3.0) * 0.0955166 * tfactors.T923i
+                                  + 3.0659 + (5.0/3.0) * -0.507339 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -433,9 +486,9 @@ void rate_O14_to_p_N13(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_O15_to_p_N14(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_N14_to_O15(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // O15 --> p + N14
+    // N14 + p --> O15
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -444,13 +497,13 @@ void rate_O15_to_p_N14(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // im05r
-    ln_set_rate =  30.7435 + -89.5667 * tfactors.T9i
-                         + 1.5682 * tfactors.lnT9;
+    // im05n
+    ln_set_rate =  17.01 + -15.193 * tfactors.T913i + -0.161954 * tfactors.T913
+                         + -7.52123 * tfactors.T9 + -0.987565 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  89.5667 * tfactors.T9i * tfactors.T9i
-                                  + 1.5682 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -15.193 * tfactors.T943i + (1.0/3.0) * -0.161954 * tfactors.T923i
+                                  + -7.52123 + (5.0/3.0) * -0.987565 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -462,10 +515,12 @@ void rate_O15_to_p_N14(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
     }
 
     // im05r
-    ln_set_rate =  31.6622 + -87.6737 * tfactors.T9i;
+    ln_set_rate =  6.73578 + -4.891 * tfactors.T9i
+                         + 0.0682 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  87.6737 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  4.891 * tfactors.T9i * tfactors.T9i
+                                  + 0.0682 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -476,13 +531,13 @@ void rate_O15_to_p_N14(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // im05n
-    ln_set_rate =  44.1246 + -84.6757 * tfactors.T9i + -15.193 * tfactors.T913i + -4.63975 * tfactors.T913
-                         + 9.73458 * tfactors.T9 + -9.55051 * tfactors.T953 + 1.83333 * tfactors.lnT9;
+    // im05r
+    ln_set_rate =  7.65444 + -2.998 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  84.6757 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -15.193 * tfactors.T943i + (1.0/3.0) * -4.63975 * tfactors.T923i
-                                  + 9.73458 + (5.0/3.0) * -9.55051 * tfactors.T923 + 1.83333 * tfactors.T9i;
+        dln_set_rate_dT9 =  2.998 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -494,12 +549,12 @@ void rate_O15_to_p_N14(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
     }
 
     // im05n
-    ln_set_rate =  41.0177 + -84.6757 * tfactors.T9i + -15.193 * tfactors.T913i + -0.161954 * tfactors.T913
-                         + -7.52123 * tfactors.T9 + -0.987565 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    ln_set_rate =  20.1169 + -15.193 * tfactors.T913i + -4.63975 * tfactors.T913
+                         + 9.73458 * tfactors.T9 + -9.55051 * tfactors.T953 + 0.333333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  84.6757 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -15.193 * tfactors.T943i + (1.0/3.0) * -0.161954 * tfactors.T923i
-                                  + -7.52123 + (5.0/3.0) * -0.987565 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -15.193 * tfactors.T943i + (1.0/3.0) * -4.63975 * tfactors.T923i
+                                  + 9.73458 + (5.0/3.0) * -9.55051 * tfactors.T923 + 0.333333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -514,9 +569,9 @@ void rate_O15_to_p_N14(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_O16_to_p_N15(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_N14_to_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // O16 --> p + N15
+    // N14 + He4 --> F18
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -525,13 +580,13 @@ void rate_O16_to_p_N15(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // li10r
-    ln_set_rate =  38.8465 + -150.962 * tfactors.T9i
-                         + 0.0459037 * tfactors.T9;
+    // il10n
+    ln_set_rate =  21.5339 + -36.2504 * tfactors.T913i
+                         + -5.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  150.962 * tfactors.T9i * tfactors.T9i
-                                  + 0.0459037;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -36.2504 * tfactors.T943i
+                                  + (5.0/3.0) * -5.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -542,11 +597,13 @@ void rate_O16_to_p_N15(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // li10r
-    ln_set_rate =  30.8927 + -143.656 * tfactors.T9i;
+    // il10r
+    ln_set_rate =  13.8995 + -10.9656 * tfactors.T9i + -5.6227 * tfactors.T913i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  143.656 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  10.9656 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -5.6227 * tfactors.T943i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -557,13 +614,13 @@ void rate_O16_to_p_N15(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // li10n
-    ln_set_rate =  44.3197 + -140.732 * tfactors.T9i + -15.24 * tfactors.T913i + 0.334926 * tfactors.T913
-                         + 4.59088 * tfactors.T9 + -4.78468 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    // il10r
+    ln_set_rate =  0.196838 + -5.16034 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  140.732 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -15.24 * tfactors.T943i + (1.0/3.0) * 0.334926 * tfactors.T923i
-                                  + 4.59088 + (5.0/3.0) * -4.78468 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  5.16034 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -578,9 +635,9 @@ void rate_O16_to_p_N15(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_O16_to_He4_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_N15_to_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // O16 --> He4 + C12
+    // N15 + p --> O16
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -589,13 +646,13 @@ void rate_O16_to_He4_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // nac2 
-    ln_set_rate =  279.295 + -84.9515 * tfactors.T9i + 103.411 * tfactors.T913i + -420.567 * tfactors.T913
-                         + 64.0874 * tfactors.T9 + -12.4624 * tfactors.T953 + 138.803 * tfactors.lnT9;
+    // li10n
+    ln_set_rate =  20.0176 + -15.24 * tfactors.T913i + 0.334926 * tfactors.T913
+                         + 4.59088 * tfactors.T9 + -4.78468 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  84.9515 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 103.411 * tfactors.T943i + (1.0/3.0) * -420.567 * tfactors.T923i
-                                  + 64.0874 + (5.0/3.0) * -12.4624 * tfactors.T923 + 138.803 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -15.24 * tfactors.T943i + (1.0/3.0) * 0.334926 * tfactors.T923i
+                                  + 4.59088 + (5.0/3.0) * -4.78468 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -606,13 +663,13 @@ void rate_O16_to_He4_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // nac2 
-    ln_set_rate =  94.3131 + -84.503 * tfactors.T9i + 58.9128 * tfactors.T913i + -148.273 * tfactors.T913
-                         + 9.08324 * tfactors.T9 + -0.541041 * tfactors.T953 + 71.8554 * tfactors.lnT9;
+    // li10r
+    ln_set_rate =  14.5444 + -10.2295 * tfactors.T9i
+                         + 0.0459037 * tfactors.T9 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  84.503 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 58.9128 * tfactors.T943i + (1.0/3.0) * -148.273 * tfactors.T923i
-                                  + 9.08324 + (5.0/3.0) * -0.541041 * tfactors.T923 + 71.8554 * tfactors.T9i;
+        dln_set_rate_dT9 =  10.2295 * tfactors.T9i * tfactors.T9i
+                                  + 0.0459037 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -623,28 +680,13 @@ void rate_O16_to_He4_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
-
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_F17_to_p_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    // F17 --> p + O16
-
-    rate = 0.0;
-    drate_dT = 0.0;
-
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
-
-    // ia08n
-    ln_set_rate =  40.9135 + -6.96583 * tfactors.T9i + -16.696 * tfactors.T913i + -1.16252 * tfactors.T913
-                         + 0.267703 * tfactors.T9 + -0.0338411 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    // li10r
+    ln_set_rate =  6.59056 + -2.92315 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  6.96583 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -16.696 * tfactors.T943i + (1.0/3.0) * -1.16252 * tfactors.T923i
-                                  + 0.267703 + (5.0/3.0) * -0.0338411 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  2.92315 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -659,9 +701,9 @@ void rate_F17_to_p_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_F18_to_p_O17(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_N15_to_F19(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // F18 --> p + O17
+    // N15 + He4 --> F19
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -671,12 +713,29 @@ void rate_F18_to_p_O17(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
     amrex::Real set_rate{0.0};
 
     // il10r
-    ln_set_rate =  33.7037 + -71.2889 * tfactors.T9i + 2.31435 * tfactors.T913
-                         + -0.302835 * tfactors.T9 + 0.020133 * tfactors.T953;
+    ln_set_rate =  -9.41892 + -4.17795 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  71.2889 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 2.31435 * tfactors.T923i
-                                  + -0.302835 + (5.0/3.0) * 0.020133 * tfactors.T923;
+        dln_set_rate_dT9 =  4.17795 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
+    }
+
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
+    // il10n
+    ln_set_rate =  25.3916 + -36.2324 * tfactors.T913i
+                         + -2.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -36.2324 * tfactors.T943i
+                                  + (5.0/3.0) * -2.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -688,10 +747,12 @@ void rate_F18_to_p_O17(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
     }
 
     // il10r
-    ln_set_rate =  11.2362 + -65.8069 * tfactors.T9i;
+    ln_set_rate =  -28.7989 + -4.19986 * tfactors.T9i + 35.4292 * tfactors.T913
+                         + -5.5767 * tfactors.T9 + 0.441293 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  65.8069 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  4.19986 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 35.4292 * tfactors.T923i
+                                  + -5.5767 + (5.0/3.0) * 0.441293 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -702,13 +763,13 @@ void rate_F18_to_p_O17(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  40.2061 + -65.0606 * tfactors.T9i + -16.4035 * tfactors.T913i + 4.31885 * tfactors.T913
-                         + -0.709921 * tfactors.T9 + -2.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    // il10r
+    ln_set_rate =  3.5342 + -6.98462 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  65.0606 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -16.4035 * tfactors.T943i + (1.0/3.0) * 4.31885 * tfactors.T923i
-                                  + -0.709921 + (5.0/3.0) * -2.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  6.98462 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -723,9 +784,9 @@ void rate_F18_to_p_O17(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_F18_to_He4_N14(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_O14_to_Ne18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // F18 --> He4 + N14
+    // O14 + He4 --> Ne18
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -734,13 +795,13 @@ void rate_F18_to_He4_N14(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10n
-    ln_set_rate =  46.249 + -51.2292 * tfactors.T9i + -36.2504 * tfactors.T913i
-                         + -5.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    // wh87r
+    ln_set_rate =  -4.69948 + -12.159 * tfactors.T9i
+                         + 5.0 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  51.2292 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -36.2504 * tfactors.T943i
-                                  + (5.0/3.0) * -5.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  12.159 * tfactors.T9i * tfactors.T9i
+                                  + 5.0 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -751,11 +812,13 @@ void rate_F18_to_He4_N14(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  38.6146 + -62.1948 * tfactors.T9i + -5.6227 * tfactors.T913i;
+    // wh87r
+    ln_set_rate =  3.52636 + -22.61 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  62.1948 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -5.6227 * tfactors.T943i;
+        dln_set_rate_dT9 =  22.61 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -766,11 +829,30 @@ void rate_F18_to_He4_N14(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  24.9119 + -56.3896 * tfactors.T9i;
+    // wh87r
+    ln_set_rate =  -2.15417 + -11.73 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  56.3896 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  11.73 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
+    }
+
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
+    // wh87n
+    ln_set_rate =  26.4429 + -39.38 * tfactors.T913i + -0.0772187 * tfactors.T913
+                         + -0.635361 * tfactors.T9 + 0.106236 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -39.38 * tfactors.T943i + (1.0/3.0) * -0.0772187 * tfactors.T923i
+                                  + -0.635361 + (5.0/3.0) * 0.106236 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -785,9 +867,9 @@ void rate_F18_to_He4_N14(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_F19_to_p_O18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_O15_to_Ne19(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // F19 --> p + O18
+    // O15 + He4 --> Ne19
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -796,30 +878,13 @@ void rate_F19_to_p_O18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10n
-    ln_set_rate =  42.8485 + -92.7757 * tfactors.T9i + -16.7246 * tfactors.T913i
-                         + -3.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
-
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  92.7757 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -16.7246 * tfactors.T943i
-                                  + (5.0/3.0) * -3.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
-    }
-
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
-
-    // il10r
-    ln_set_rate =  30.2003 + -99.501 * tfactors.T9i + 3.99059 * tfactors.T913
-                         + -0.593127 * tfactors.T9 + 0.0877534 * tfactors.T953;
+    // dc11r
+    ln_set_rate =  -32.2496 + -4.20439 * tfactors.T9i + -3.24609 * tfactors.T913i + 44.4647 * tfactors.T913
+                         + -9.79962 * tfactors.T9 + 0.841782 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  99.501 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 3.99059 * tfactors.T923i
-                                  + -0.593127 + (5.0/3.0) * 0.0877534 * tfactors.T923;
+        dln_set_rate_dT9 =  4.20439 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -3.24609 * tfactors.T943i + (1.0/3.0) * 44.4647 * tfactors.T923i
+                                  + -9.79962 + (5.0/3.0) * 0.841782 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -830,11 +895,13 @@ void rate_F19_to_p_O18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  28.008 + -94.4325 * tfactors.T9i;
+    // dc11r
+    ln_set_rate =  -0.0452465 + -5.88439 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  94.4325 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  5.88439 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -845,11 +912,13 @@ void rate_F19_to_p_O18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -12.0764 + -93.0204 * tfactors.T9i;
+    // dc11n
+    ln_set_rate =  26.2914 + -39.578 * tfactors.T913i
+                         + -3.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  93.0204 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -39.578 * tfactors.T943i
+                                  + (5.0/3.0) * -3.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -864,9 +933,9 @@ void rate_F19_to_p_O18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_F19_to_He4_N15(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_O16_to_F17(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // F19 --> He4 + N15
+    // O16 + p --> F17
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -875,11 +944,13 @@ void rate_F19_to_He4_N15(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10r
-    ln_set_rate =  15.3186 + -50.7554 * tfactors.T9i;
+    // ia08n
+    ln_set_rate =  19.0904 + -16.696 * tfactors.T913i + -1.16252 * tfactors.T913
+                         + 0.267703 * tfactors.T9 + -0.0338411 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  50.7554 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -16.696 * tfactors.T943i + (1.0/3.0) * -1.16252 * tfactors.T923i
+                                  + 0.267703 + (5.0/3.0) * -0.0338411 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -890,13 +961,28 @@ void rate_F19_to_He4_N15(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  50.1291 + -46.5774 * tfactors.T9i + -36.2324 * tfactors.T913i
-                         + -2.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+}
+
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_He4_O16_to_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+
+    // O16 + He4 --> Ne20
+
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // co10r
+    ln_set_rate =  9.50848 + -12.7643 * tfactors.T9i + -3.65925 * tfactors.T913
+                         + 0.714224 * tfactors.T9 + -0.00107508 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  46.5774 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -36.2324 * tfactors.T943i
-                                  + (5.0/3.0) * -2.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  12.7643 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -3.65925 * tfactors.T923i
+                                  + 0.714224 + (5.0/3.0) * -0.00107508 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -907,13 +993,13 @@ void rate_F19_to_He4_N15(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -4.06142 + -50.7773 * tfactors.T9i + 35.4292 * tfactors.T913
-                         + -5.5767 * tfactors.T9 + 0.441293 * tfactors.T953;
+    // co10r
+    ln_set_rate =  3.88571 + -10.3585 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  50.7773 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 35.4292 * tfactors.T923i
-                                  + -5.5767 + (5.0/3.0) * 0.441293 * tfactors.T923;
+        dln_set_rate_dT9 =  10.3585 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -924,11 +1010,13 @@ void rate_F19_to_He4_N15(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  28.2717 + -53.5621 * tfactors.T9i;
+    // co10n
+    ln_set_rate =  23.903 + -39.7262 * tfactors.T913i + -0.210799 * tfactors.T913
+                         + 0.442879 * tfactors.T9 + -0.0797753 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  53.5621 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -39.7262 * tfactors.T943i + (1.0/3.0) * -0.210799 * tfactors.T923i
+                                  + 0.442879 + (5.0/3.0) * -0.0797753 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -943,9 +1031,9 @@ void rate_F19_to_He4_N15(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ne18_to_p_F17(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_O17_to_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Ne18 --> p + F17
+    // O17 + p --> F18
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -954,13 +1042,13 @@ void rate_Ne18_to_p_F17(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dr
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // cb09 
-    ln_set_rate =  52.9895 + -50.492 * tfactors.T9i + -21.3249 * tfactors.T913i + -0.230774 * tfactors.T913
-                         + 0.917931 * tfactors.T9 + -0.0440377 * tfactors.T953 + -5.86014 * tfactors.lnT9;
+    // il10n
+    ln_set_rate =  15.8929 + -16.4035 * tfactors.T913i + 4.31885 * tfactors.T913
+                         + -0.709921 * tfactors.T9 + -2.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  50.492 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -21.3249 * tfactors.T943i + (1.0/3.0) * -0.230774 * tfactors.T923i
-                                  + 0.917931 + (5.0/3.0) * -0.0440377 * tfactors.T923 + -5.86014 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -16.4035 * tfactors.T943i + (1.0/3.0) * 4.31885 * tfactors.T923i
+                                  + -0.709921 + (5.0/3.0) * -2.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -971,13 +1059,30 @@ void rate_Ne18_to_p_F17(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dr
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // cb09 
-    ln_set_rate =  17.5646 + -45.5647 * tfactors.T9i + -14.2191 * tfactors.T913i + 34.0647 * tfactors.T913
-                         + -16.5698 * tfactors.T9 + 2.48116 * tfactors.T953 + -0.63376 * tfactors.lnT9;
+    // il10r
+    ln_set_rate =  9.39048 + -6.22828 * tfactors.T9i + 2.31435 * tfactors.T913
+                         + -0.302835 * tfactors.T9 + 0.020133 * tfactors.T953 + -1.5 * tfactors.lnT9;
+
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  6.22828 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 2.31435 * tfactors.T923i
+                                  + -0.302835 + (5.0/3.0) * 0.020133 * tfactors.T923 + -1.5 * tfactors.T9i;
+    }
+
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
+    // il10r
+    ln_set_rate =  -13.077 + -0.746296 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  45.5647 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -14.2191 * tfactors.T943i + (1.0/3.0) * 34.0647 * tfactors.T923i
-                                  + -16.5698 + (5.0/3.0) * 2.48116 * tfactors.T923 + -0.63376 * tfactors.T9i;
+        dln_set_rate_dT9 =  0.746296 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -992,9 +1097,9 @@ void rate_Ne18_to_p_F17(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dr
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ne18_to_He4_O14(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_O17_to_Ne21(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Ne18 --> He4 + O14
+    // O17 + He4 --> Ne21
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1003,28 +1108,13 @@ void rate_Ne18_to_He4_O14(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // wh87r
-    ln_set_rate =  20.0156 + -71.5044 * tfactors.T9i
-                         + 6.5 * tfactors.lnT9;
-
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  71.5044 * tfactors.T9i * tfactors.T9i
-                                  + 6.5 * tfactors.T9i;
-    }
-
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
-
-    // wh87r
-    ln_set_rate =  28.2415 + -81.9554 * tfactors.T9i;
+    // be13r
+    ln_set_rate =  -25.0898 + -5.50926 * tfactors.T9i + 123.363 * tfactors.T913i + -87.4351 * tfactors.T913
+                         + -3.40974e-06 * tfactors.T9 + -57.0469 * tfactors.T953 + 82.2218 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  81.9554 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  5.50926 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 123.363 * tfactors.T943i + (1.0/3.0) * -87.4351 * tfactors.T923i
+                                  + -3.40974e-06 + (5.0/3.0) * -57.0469 * tfactors.T923 + 82.2218 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1035,11 +1125,13 @@ void rate_Ne18_to_He4_O14(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // wh87r
-    ln_set_rate =  22.5609 + -71.0754 * tfactors.T9i;
+    // be13r
+    ln_set_rate =  -117.134 + -13.6759 * tfactors.T9i + 3.31162e-08 * tfactors.T913i + 130.258 * tfactors.T913
+                         + -7.92551e-05 * tfactors.T9 + -4.13772 * tfactors.T953 + -42.7753 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  71.0754 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  13.6759 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 3.31162e-08 * tfactors.T943i + (1.0/3.0) * 130.258 * tfactors.T923i
+                                  + -7.92551e-05 + (5.0/3.0) * -4.13772 * tfactors.T923 + -42.7753 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1050,13 +1142,13 @@ void rate_Ne18_to_He4_O14(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // wh87n
-    ln_set_rate =  51.158 + -59.3454 * tfactors.T9i + -39.38 * tfactors.T913i + -0.0772187 * tfactors.T913
-                         + -0.635361 * tfactors.T9 + 0.106236 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    // be13r
+    ln_set_rate =  2.14 + -5.99952 * tfactors.T9i + 2.87641 * tfactors.T913i + -3.54489 * tfactors.T913
+                         + -2.11222e-08 * tfactors.T9 + -3.90649e-09 * tfactors.T953 + 4.75778 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  59.3454 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -39.38 * tfactors.T943i + (1.0/3.0) * -0.0772187 * tfactors.T923i
-                                  + -0.635361 + (5.0/3.0) * 0.106236 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  5.99952 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 2.87641 * tfactors.T943i + (1.0/3.0) * -3.54489 * tfactors.T923i
+                                  + -2.11222e-08 + (5.0/3.0) * -3.90649e-09 * tfactors.T923 + 4.75778 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1071,9 +1163,9 @@ void rate_Ne18_to_He4_O14(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ne19_to_p_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_O18_to_F19(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Ne19 --> p + F18
+    // O18 + p --> F19
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1083,12 +1175,12 @@ void rate_Ne19_to_p_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dr
     amrex::Real set_rate{0.0};
 
     // il10r
-    ln_set_rate =  -5.41887 + -74.7977 * tfactors.T9i + 22.4903 * tfactors.T913
-                         + 0.307872 * tfactors.T9 + -0.296226 * tfactors.T953;
+    ln_set_rate =  -35.0079 + -0.244743 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  74.7977 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 22.4903 * tfactors.T923i
-                                  + 0.307872 + (5.0/3.0) * -0.296226 * tfactors.T923;
+        dln_set_rate_dT9 =  0.244743 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1100,12 +1192,12 @@ void rate_Ne19_to_p_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dr
     }
 
     // il10n
-    ln_set_rate =  81.4385 + -74.3988 * tfactors.T9i + -21.4023 * tfactors.T913i + -93.766 * tfactors.T913
-                         + 179.258 * tfactors.T9 + -202.561 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    ln_set_rate =  19.917 + -16.7246 * tfactors.T913i
+                         + -3.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  74.3988 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -21.4023 * tfactors.T943i + (1.0/3.0) * -93.766 * tfactors.T923i
-                                  + 179.258 + (5.0/3.0) * -202.561 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -16.7246 * tfactors.T943i
+                                  + (5.0/3.0) * -3.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1117,12 +1209,29 @@ void rate_Ne19_to_p_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dr
     }
 
     // il10r
-    ln_set_rate =  18.1729 + -77.2902 * tfactors.T9i + 13.1683 * tfactors.T913
-                         + -1.92023 * tfactors.T9 + 0.16901 * tfactors.T953;
+    ln_set_rate =  7.26876 + -6.7253 * tfactors.T9i + 3.99059 * tfactors.T913
+                         + -0.593127 * tfactors.T9 + 0.0877534 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  77.2902 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 13.1683 * tfactors.T923i
-                                  + -1.92023 + (5.0/3.0) * 0.16901 * tfactors.T923;
+        dln_set_rate_dT9 =  6.7253 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 3.99059 * tfactors.T923i
+                                  + -0.593127 + (5.0/3.0) * 0.0877534 * tfactors.T923 + -1.5 * tfactors.T9i;
+    }
+
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
+    // il10r
+    ln_set_rate =  5.07648 + -1.65681 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
+
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  1.65681 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1137,9 +1246,9 @@ void rate_Ne19_to_p_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dr
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ne19_to_He4_O15(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_F17_to_Ne18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Ne19 --> He4 + O15
+    // F17 + p --> Ne18
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1148,30 +1257,13 @@ void rate_Ne19_to_He4_O15(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // dc11n
-    ln_set_rate =  51.0289 + -40.9534 * tfactors.T9i + -39.578 * tfactors.T913i
-                         + -3.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
-
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  40.9534 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -39.578 * tfactors.T943i
-                                  + (5.0/3.0) * -3.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
-    }
-
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
-
-    // dc11r
-    ln_set_rate =  -7.51212 + -45.1578 * tfactors.T9i + -3.24609 * tfactors.T913i + 44.4647 * tfactors.T913
-                         + -9.79962 * tfactors.T9 + 0.841782 * tfactors.T953;
+    // cb09 
+    ln_set_rate =  -7.84708 + -0.0323504 * tfactors.T9i + -14.2191 * tfactors.T913i + 34.0647 * tfactors.T913
+                         + -16.5698 * tfactors.T9 + 2.48116 * tfactors.T953 + -2.13376 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  45.1578 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -3.24609 * tfactors.T943i + (1.0/3.0) * 44.4647 * tfactors.T923i
-                                  + -9.79962 + (5.0/3.0) * 0.841782 * tfactors.T923;
+        dln_set_rate_dT9 =  0.0323504 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -14.2191 * tfactors.T943i + (1.0/3.0) * 34.0647 * tfactors.T923i
+                                  + -16.5698 + (5.0/3.0) * 2.48116 * tfactors.T923 + -2.13376 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1182,11 +1274,13 @@ void rate_Ne19_to_He4_O15(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // dc11r
-    ln_set_rate =  24.6922 + -46.8378 * tfactors.T9i;
+    // cb09 
+    ln_set_rate =  27.5778 + -4.95969 * tfactors.T9i + -21.3249 * tfactors.T913i + -0.230774 * tfactors.T913
+                         + 0.917931 * tfactors.T9 + -0.0440377 * tfactors.T953 + -7.36014 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  46.8378 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  4.95969 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -21.3249 * tfactors.T943i + (1.0/3.0) * -0.230774 * tfactors.T923i
+                                  + 0.917931 + (5.0/3.0) * -0.0440377 * tfactors.T923 + -7.36014 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1201,9 +1295,9 @@ void rate_Ne19_to_He4_O15(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ne20_to_p_F19(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_F18_to_Ne19(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Ne20 --> p + F19
+    // F18 + p --> Ne19
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1212,13 +1306,13 @@ void rate_Ne20_to_p_F19(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dr
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // nacrr
-    ln_set_rate =  18.691 + -156.781 * tfactors.T9i + 31.6442 * tfactors.T913i + -58.6563 * tfactors.T913
-                         + 67.7365 * tfactors.T9 + -22.9721 * tfactors.T953;
+    // il10n
+    ln_set_rate =  57.4084 + -21.4023 * tfactors.T913i + -93.766 * tfactors.T913
+                         + 179.258 * tfactors.T9 + -202.561 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  156.781 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 31.6442 * tfactors.T943i + (1.0/3.0) * -58.6563 * tfactors.T923i
-                                  + 67.7365 + (5.0/3.0) * -22.9721 * tfactors.T923;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -21.4023 * tfactors.T943i + (1.0/3.0) * -93.766 * tfactors.T923i
+                                  + 179.258 + (5.0/3.0) * -202.561 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1229,13 +1323,13 @@ void rate_Ne20_to_p_F19(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dr
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // nacrr
-    ln_set_rate =  36.7036 + -150.75 * tfactors.T9i + -11.3832 * tfactors.T913i + 5.47872 * tfactors.T913
-                         + -1.07203 * tfactors.T9 + 0.11196 * tfactors.T953;
+    // il10r
+    ln_set_rate =  -5.85727 + -2.89147 * tfactors.T9i + 13.1683 * tfactors.T913
+                         + -1.92023 * tfactors.T9 + 0.16901 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  150.75 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -11.3832 * tfactors.T943i + (1.0/3.0) * 5.47872 * tfactors.T923i
-                                  + -1.07203 + (5.0/3.0) * 0.11196 * tfactors.T923;
+        dln_set_rate_dT9 =  2.89147 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 13.1683 * tfactors.T923i
+                                  + -1.92023 + (5.0/3.0) * 0.16901 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1246,13 +1340,13 @@ void rate_Ne20_to_p_F19(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dr
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // nacrn
-    ln_set_rate =  42.6027 + -149.037 * tfactors.T9i + -18.116 * tfactors.T913i + -1.4622 * tfactors.T913
-                         + 6.95113 * tfactors.T9 + -2.90366 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    // il10r
+    ln_set_rate =  -29.449 + -0.39895 * tfactors.T9i + 22.4903 * tfactors.T913
+                         + 0.307872 * tfactors.T9 + -0.296226 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  149.037 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -18.116 * tfactors.T943i + (1.0/3.0) * -1.4622 * tfactors.T923i
-                                  + 6.95113 + (5.0/3.0) * -2.90366 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  0.39895 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 22.4903 * tfactors.T923i
+                                  + 0.307872 + (5.0/3.0) * -0.296226 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1267,9 +1361,9 @@ void rate_Ne20_to_p_F19(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dr
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ne20_to_He4_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_F18_to_Na22(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Ne20 --> He4 + O16
+    // F18 + He4 --> Na22
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1278,13 +1372,13 @@ void rate_Ne20_to_He4_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // co10r
-    ln_set_rate =  34.2658 + -67.6518 * tfactors.T9i + -3.65925 * tfactors.T913
-                         + 0.714224 * tfactors.T9 + -0.00107508 * tfactors.T953;
+    // rpsmr
+    ln_set_rate =  35.3786 + -1.82957 * tfactors.T9i + 18.8956 * tfactors.T913i + -65.6134 * tfactors.T913
+                         + 1.71114 * tfactors.T9 + -0.0260999 * tfactors.T953 + 37.8396 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  67.6518 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -3.65925 * tfactors.T923i
-                                  + 0.714224 + (5.0/3.0) * -0.00107508 * tfactors.T923;
+        dln_set_rate_dT9 =  1.82957 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 18.8956 * tfactors.T943i + (1.0/3.0) * -65.6134 * tfactors.T923i
+                                  + 1.71114 + (5.0/3.0) * -0.0260999 * tfactors.T923 + 37.8396 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1295,11 +1389,28 @@ void rate_Ne20_to_He4_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // co10r
-    ln_set_rate =  28.6431 + -65.246 * tfactors.T9i;
+}
+
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_p_F19_to_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+
+    // F19 + p --> Ne20
+
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // nacrr
+    ln_set_rate =  -5.63093 + -7.74414 * tfactors.T9i + 31.6442 * tfactors.T913i + -58.6563 * tfactors.T913
+                         + 67.7365 * tfactors.T9 + -22.9721 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  65.246 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  7.74414 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 31.6442 * tfactors.T943i + (1.0/3.0) * -58.6563 * tfactors.T923i
+                                  + 67.7365 + (5.0/3.0) * -22.9721 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1310,13 +1421,30 @@ void rate_Ne20_to_He4_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // co10n
-    ln_set_rate =  48.6604 + -54.8875 * tfactors.T9i + -39.7262 * tfactors.T913i + -0.210799 * tfactors.T913
-                         + 0.442879 * tfactors.T9 + -0.0797753 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    // nacrr
+    ln_set_rate =  12.3816 + -1.71383 * tfactors.T9i + -11.3832 * tfactors.T913i + 5.47872 * tfactors.T913
+                         + -1.07203 * tfactors.T9 + 0.11196 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  54.8875 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -39.7262 * tfactors.T943i + (1.0/3.0) * -0.210799 * tfactors.T923i
-                                  + 0.442879 + (5.0/3.0) * -0.0797753 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  1.71383 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -11.3832 * tfactors.T943i + (1.0/3.0) * 5.47872 * tfactors.T923i
+                                  + -1.07203 + (5.0/3.0) * 0.11196 * tfactors.T923 + -1.5 * tfactors.T9i;
+    }
+
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
+    // nacrn
+    ln_set_rate =  18.2807 + -18.116 * tfactors.T913i + -1.4622 * tfactors.T913
+                         + 6.95113 * tfactors.T9 + -2.90366 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -18.116 * tfactors.T943i + (1.0/3.0) * -1.4622 * tfactors.T923i
+                                  + 6.95113 + (5.0/3.0) * -2.90366 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1331,9 +1459,9 @@ void rate_Ne20_to_He4_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ne21_to_He4_O17(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_F19_to_Na23(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Ne21 --> He4 + O17
+    // F19 + He4 --> Na23
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1342,13 +1470,13 @@ void rate_Ne21_to_He4_O17(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // be13r
-    ln_set_rate =  27.3205 + -91.2722 * tfactors.T9i + 2.87641 * tfactors.T913i + -3.54489 * tfactors.T913
-                         + -2.11222e-08 * tfactors.T9 + -3.90649e-09 * tfactors.T953 + 6.25778 * tfactors.lnT9;
+    // rpsmr
+    ln_set_rate =  52.7856 + -2.11408 * tfactors.T9i + 39.7219 * tfactors.T913i + -100.401 * tfactors.T913
+                         + 3.15808 * tfactors.T9 + -0.0629822 * tfactors.T953 + 54.4823 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  91.2722 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 2.87641 * tfactors.T943i + (1.0/3.0) * -3.54489 * tfactors.T923i
-                                  + -2.11222e-08 + (5.0/3.0) * -3.90649e-09 * tfactors.T923 + 6.25778 * tfactors.T9i;
+        dln_set_rate_dT9 =  2.11408 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 39.7219 * tfactors.T943i + (1.0/3.0) * -100.401 * tfactors.T923i
+                                  + 3.15808 + (5.0/3.0) * -0.0629822 * tfactors.T923 + 54.4823 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1359,30 +1487,28 @@ void rate_Ne21_to_He4_O17(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // be13r
-    ln_set_rate =  0.0906657 + -90.782 * tfactors.T9i + 123.363 * tfactors.T913i + -87.4351 * tfactors.T913
-                         + -3.40974e-06 * tfactors.T9 + -57.0469 * tfactors.T953 + 83.7218 * tfactors.lnT9;
+}
 
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  90.782 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 123.363 * tfactors.T943i + (1.0/3.0) * -87.4351 * tfactors.T923i
-                                  + -3.40974e-06 + (5.0/3.0) * -57.0469 * tfactors.T923 + 83.7218 * tfactors.T9i;
-    }
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_He4_Ne18_to_Mg22(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
+    // Ne18 + He4 --> Mg22
 
-    // be13r
-    ln_set_rate =  -91.954 + -98.9487 * tfactors.T9i + 3.31162e-08 * tfactors.T913i + 130.258 * tfactors.T913
-                         + -7.92551e-05 * tfactors.T9 + -4.13772 * tfactors.T953 + -41.2753 * tfactors.lnT9;
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // ths8r
+    ln_set_rate =  32.8865 + -46.4859 * tfactors.T913i + 0.956741 * tfactors.T913
+                         + -0.914402 * tfactors.T9 + 0.0722478 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  98.9487 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 3.31162e-08 * tfactors.T943i + (1.0/3.0) * 130.258 * tfactors.T923i
-                                  + -7.92551e-05 + (5.0/3.0) * -4.13772 * tfactors.T923 + -41.2753 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -46.4859 * tfactors.T943i + (1.0/3.0) * 0.956741 * tfactors.T923i
+                                  + -0.914402 + (5.0/3.0) * 0.0722478 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1397,9 +1523,9 @@ void rate_Ne21_to_He4_O17(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Na22_to_p_Ne21(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_Ne20_to_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Na22 --> p + Ne21
+    // Ne20 + He4 --> Mg24
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1409,12 +1535,12 @@ void rate_Na22_to_p_Ne21(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
     amrex::Real set_rate{0.0};
 
     // il10r
-    ln_set_rate =  -16.4098 + -82.4235 * tfactors.T9i + 21.1176 * tfactors.T913i + 34.0411 * tfactors.T913
-                         + -4.45593 * tfactors.T9 + 0.328613 * tfactors.T953;
+    ln_set_rate =  -38.7055 + -2.50605 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  82.4235 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.1176 * tfactors.T943i + (1.0/3.0) * 34.0411 * tfactors.T923i
-                                  + -4.45593 + (5.0/3.0) * 0.328613 * tfactors.T923;
+        dln_set_rate_dT9 =  2.50605 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1425,11 +1551,13 @@ void rate_Na22_to_p_Ne21(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  24.8334 + -79.6093 * tfactors.T9i;
+    // il10n
+    ln_set_rate =  24.5058 + -46.2525 * tfactors.T913i + 5.58901 * tfactors.T913
+                         + 7.61843 * tfactors.T9 + -3.683 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  79.6093 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -46.2525 * tfactors.T943i + (1.0/3.0) * 5.58901 * tfactors.T923i
+                                  + 7.61843 + (5.0/3.0) * -3.683 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1441,10 +1569,12 @@ void rate_Na22_to_p_Ne21(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
     }
 
     // il10r
-    ln_set_rate =  -24.579 + -78.4059 * tfactors.T9i;
+    ln_set_rate =  -8.79827 + -12.7809 * tfactors.T9i + 16.9229 * tfactors.T913
+                         + -2.57325 * tfactors.T9 + 0.208997 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  78.4059 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  12.7809 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 16.9229 * tfactors.T923i
+                                  + -2.57325 + (5.0/3.0) * 0.208997 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1455,13 +1585,13 @@ void rate_Na22_to_p_Ne21(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  42.146 + -78.2097 * tfactors.T9i + -19.2096 * tfactors.T913i
-                         + -1.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    // il10r
+    ln_set_rate =  1.98307 + -9.22026 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  78.2097 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -19.2096 * tfactors.T943i
-                                  + (5.0/3.0) * -1.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  9.22026 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1476,9 +1606,9 @@ void rate_Na22_to_p_Ne21(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Na22_to_He4_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_Ne21_to_Na22(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Na22 --> He4 + F18
+    // Ne21 + p --> Na22
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1487,13 +1617,13 @@ void rate_Na22_to_He4_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // rpsmr
-    ln_set_rate =  59.3224 + -100.236 * tfactors.T9i + 18.8956 * tfactors.T913i + -65.6134 * tfactors.T913
-                         + 1.71114 * tfactors.T9 + -0.0260999 * tfactors.T953 + 39.3396 * tfactors.lnT9;
+    // il10r
+    ln_set_rate =  -47.6554 + -0.19618 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  100.236 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 18.8956 * tfactors.T943i + (1.0/3.0) * -65.6134 * tfactors.T923i
-                                  + 1.71114 + (5.0/3.0) * -0.0260999 * tfactors.T923 + 39.3396 * tfactors.T9i;
+        dln_set_rate_dT9 =  0.19618 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1504,28 +1634,13 @@ void rate_Na22_to_He4_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
-
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Na23_to_He4_F19(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    // Na23 --> He4 + F19
-
-    rate = 0.0;
-    drate_dT = 0.0;
-
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
-
-    // rpsmr
-    ln_set_rate =  76.8979 + -123.578 * tfactors.T9i + 39.7219 * tfactors.T913i + -100.401 * tfactors.T913
-                         + 3.15808 * tfactors.T9 + -0.0629822 * tfactors.T953 + 55.9823 * tfactors.lnT9;
+    // il10n
+    ln_set_rate =  19.0696 + -19.2096 * tfactors.T913i
+                         + -1.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  123.578 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 39.7219 * tfactors.T943i + (1.0/3.0) * -100.401 * tfactors.T923i
-                                  + 3.15808 + (5.0/3.0) * -0.0629822 * tfactors.T923 + 55.9823 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -19.2096 * tfactors.T943i
+                                  + (5.0/3.0) * -1.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1536,28 +1651,30 @@ void rate_Na23_to_He4_F19(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
-
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Mg22_to_He4_Ne18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    // Mg22 --> He4 + Ne18
+    // il10r
+    ln_set_rate =  -39.4862 + -4.21385 * tfactors.T9i + 21.1176 * tfactors.T913i + 34.0411 * tfactors.T913
+                         + -4.45593 * tfactors.T9 + 0.328613 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
-    rate = 0.0;
-    drate_dT = 0.0;
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  4.21385 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.1176 * tfactors.T943i + (1.0/3.0) * 34.0411 * tfactors.T923i
+                                  + -4.45593 + (5.0/3.0) * 0.328613 * tfactors.T923 + -1.5 * tfactors.T9i;
+    }
 
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
 
-    // ths8r
-    ln_set_rate =  57.6776 + -94.4496 * tfactors.T9i + -46.4859 * tfactors.T913i + 0.956741 * tfactors.T913
-                         + -0.914402 * tfactors.T9 + 0.0722478 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    // il10r
+    ln_set_rate =  1.75704 + -1.39957 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  94.4496 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -46.4859 * tfactors.T943i + (1.0/3.0) * 0.956741 * tfactors.T923i
-                                  + -0.914402 + (5.0/3.0) * 0.0722478 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  1.39957 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1572,9 +1689,9 @@ void rate_Mg22_to_He4_Ne18(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Mg24_to_p_Na23(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_Na23_to_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Mg24 --> p + Na23
+    // Na23 + p --> Mg24
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1583,13 +1700,13 @@ void rate_Mg24_to_p_Na23(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10r
-    ln_set_rate =  34.0876 + -138.968 * tfactors.T9i + -0.360588 * tfactors.T913
-                         + 1.4187 * tfactors.T9 + -0.184061 * tfactors.T953;
+    // il10n
+    ln_set_rate =  18.9075 + -20.6428 * tfactors.T913i + 1.52954 * tfactors.T913
+                         + 2.7487 * tfactors.T9 + -1.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  138.968 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -0.360588 * tfactors.T923i
-                                  + 1.4187 + (5.0/3.0) * -0.184061 * tfactors.T923;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -20.6428 * tfactors.T943i + (1.0/3.0) * 1.52954 * tfactors.T923i
+                                  + 2.7487 + (5.0/3.0) * -1.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1601,10 +1718,12 @@ void rate_Mg24_to_p_Na23(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
     }
 
     // il10r
-    ln_set_rate =  20.0024 + -137.3 * tfactors.T9i;
+    ln_set_rate =  9.0594 + -3.28029 * tfactors.T9i + -0.360588 * tfactors.T913
+                         + 1.4187 * tfactors.T9 + -0.184061 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  137.3 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  3.28029 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -0.360588 * tfactors.T923i
+                                  + 1.4187 + (5.0/3.0) * -0.184061 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1615,13 +1734,13 @@ void rate_Mg24_to_p_Na23(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  43.9357 + -135.688 * tfactors.T9i + -20.6428 * tfactors.T913i + 1.52954 * tfactors.T913
-                         + 2.7487 * tfactors.T9 + -1.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    // il10r
+    ln_set_rate =  -5.02585 + -1.61219 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  135.688 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -20.6428 * tfactors.T943i + (1.0/3.0) * 1.52954 * tfactors.T923i
-                                  + 2.7487 + (5.0/3.0) * -1.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  1.61219 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1636,9 +1755,9 @@ void rate_Mg24_to_p_Na23(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Mg24_to_He4_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_Mg24_to_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Mg24 --> He4 + Ne20
+    // Mg24 + He4 --> Si28
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1647,13 +1766,13 @@ void rate_Mg24_to_He4_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10n
-    ln_set_rate =  49.3244 + -108.114 * tfactors.T9i + -46.2525 * tfactors.T913i + 5.58901 * tfactors.T913
-                         + 7.61843 * tfactors.T9 + -3.683 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    // st08r
+    ln_set_rate =  -50.5494 + -12.8332 * tfactors.T9i + 21.3721 * tfactors.T913i + 37.7649 * tfactors.T913
+                         + -4.10635 * tfactors.T9 + 0.249618 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  108.114 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -46.2525 * tfactors.T943i + (1.0/3.0) * 5.58901 * tfactors.T923i
-                                  + 7.61843 + (5.0/3.0) * -3.683 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  12.8332 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.3721 * tfactors.T943i + (1.0/3.0) * 37.7649 * tfactors.T923i
+                                  + -4.10635 + (5.0/3.0) * 0.249618 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1664,13 +1783,13 @@ void rate_Mg24_to_He4_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  16.0203 + -120.895 * tfactors.T9i + 16.9229 * tfactors.T913
-                         + -2.57325 * tfactors.T9 + 0.208997 * tfactors.T953;
+    // st08r
+    ln_set_rate =  8.03977 + -15.629 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  120.895 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 16.9229 * tfactors.T923i
-                                  + -2.57325 + (5.0/3.0) * 0.208997 * tfactors.T923;
+        dln_set_rate_dT9 =  15.629 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1681,43 +1800,13 @@ void rate_Mg24_to_He4_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  26.8017 + -117.334 * tfactors.T9i;
+}
 
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  117.334 * tfactors.T9i * tfactors.T9i;
-    }
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_p_Al27_to_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
-
-    // il10r
-    ln_set_rate =  -13.8869 + -110.62 * tfactors.T9i;
-
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  110.62 * tfactors.T9i * tfactors.T9i;
-    }
-
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
-
-}
-
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Si28_to_p_Al27(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    // Si28 --> p + Al27
+    // Al27 + p --> Si28
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1727,12 +1816,12 @@ void rate_Si28_to_p_Al27(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
     amrex::Real set_rate{0.0};
 
     // il10r
-    ln_set_rate =  11.7765 + -136.349 * tfactors.T9i + 23.8634 * tfactors.T913
-                         + -3.70135 * tfactors.T9 + 0.28964 * tfactors.T953;
+    ln_set_rate =  -13.6664 + -1.90396 * tfactors.T9i + 23.8634 * tfactors.T913
+                         + -3.70135 * tfactors.T9 + 0.28964 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  136.349 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 23.8634 * tfactors.T923i
-                                  + -3.70135 + (5.0/3.0) * 0.28964 * tfactors.T923;
+        dln_set_rate_dT9 =  1.90396 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 23.8634 * tfactors.T923i
+                                  + -3.70135 + (5.0/3.0) * 0.28964 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1743,13 +1832,13 @@ void rate_Si28_to_p_Al27(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  46.5494 + -134.445 * tfactors.T9i + -23.2205 * tfactors.T913i
-                         + -2.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    // il10r
+    ln_set_rate =  86.0234 + -0.387313 * tfactors.T9i + -26.8327 * tfactors.T913i + -116.137 * tfactors.T913
+                         + 0.00950567 * tfactors.T9 + 0.00999755 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  134.445 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -23.2205 * tfactors.T943i
-                                  + (5.0/3.0) * -2.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  0.387313 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -26.8327 * tfactors.T943i + (1.0/3.0) * -116.137 * tfactors.T923i
+                                  + 0.00950567 + (5.0/3.0) * 0.00999755 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1760,13 +1849,13 @@ void rate_Si28_to_p_Al27(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  111.466 + -134.832 * tfactors.T9i + -26.8327 * tfactors.T913i + -116.137 * tfactors.T913
-                         + 0.00950567 * tfactors.T9 + 0.00999755 * tfactors.T953;
+    // il10n
+    ln_set_rate =  21.1065 + -23.2205 * tfactors.T913i
+                         + -2.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  134.832 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -26.8327 * tfactors.T943i + (1.0/3.0) * -116.137 * tfactors.T923i
-                                  + 0.00950567 + (5.0/3.0) * 0.00999755 * tfactors.T923;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -23.2205 * tfactors.T943i
+                                  + (5.0/3.0) * -2.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1781,9 +1870,9 @@ void rate_Si28_to_p_Al27(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Si28_to_He4_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_Si28_to_S32(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Si28 --> He4 + Mg24
+    // Si28 + He4 --> S32
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1792,28 +1881,13 @@ void rate_Si28_to_He4_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // st08r
-    ln_set_rate =  32.9006 + -131.488 * tfactors.T9i;
-
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  131.488 * tfactors.T9i * tfactors.T9i;
-    }
-
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
-
-    // st08r
-    ln_set_rate =  -25.6886 + -128.693 * tfactors.T9i + 21.3721 * tfactors.T913i + 37.7649 * tfactors.T913
-                         + -4.10635 * tfactors.T9 + 0.249618 * tfactors.T953;
+    // ths8r
+    ln_set_rate =  47.9212 + -59.4896 * tfactors.T913i + 4.47205 * tfactors.T913
+                         + -4.78989 * tfactors.T9 + 0.557201 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  128.693 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.3721 * tfactors.T943i + (1.0/3.0) * 37.7649 * tfactors.T923i
-                                  + -4.10635 + (5.0/3.0) * 0.249618 * tfactors.T923;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -59.4896 * tfactors.T943i + (1.0/3.0) * 4.47205 * tfactors.T923i
+                                  + -4.78989 + (5.0/3.0) * 0.557201 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1828,9 +1902,9 @@ void rate_Si28_to_He4_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_S32_to_p_P31(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_P31_to_S32(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // S32 --> p + P31
+    // P31 + p --> S32
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1840,12 +1914,12 @@ void rate_S32_to_p_P31(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
     amrex::Real set_rate{0.0};
 
     // il10r
-    ln_set_rate =  25.1729 + -106.637 * tfactors.T9i + 8.09341 * tfactors.T913
-                         + -0.615971 * tfactors.T9 + 0.031159 * tfactors.T953;
+    ln_set_rate =  0.821556 + -3.77704 * tfactors.T9i + 8.09341 * tfactors.T913
+                         + -0.615971 * tfactors.T9 + 0.031159 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  106.637 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 8.09341 * tfactors.T923i
-                                  + -0.615971 + (5.0/3.0) * 0.031159 * tfactors.T923;
+        dln_set_rate_dT9 =  3.77704 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 8.09341 * tfactors.T923i
+                                  + -0.615971 + (5.0/3.0) * 0.031159 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1857,10 +1931,12 @@ void rate_S32_to_p_P31(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
     }
 
     // il10r
-    ln_set_rate =  21.6829 + -105.119 * tfactors.T9i;
+    ln_set_rate =  -2.66839 + -2.25958 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  105.119 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  2.25958 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1872,12 +1948,12 @@ void rate_S32_to_p_P31(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
     }
 
     // il10n
-    ln_set_rate =  43.6109 + -102.86 * tfactors.T9i + -25.3278 * tfactors.T913i + 6.4931 * tfactors.T913
-                         + -9.27513 * tfactors.T9 + -0.610439 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    ln_set_rate =  19.2596 + -25.3278 * tfactors.T913i + 6.4931 * tfactors.T913
+                         + -9.27513 * tfactors.T9 + -0.610439 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  102.86 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -25.3278 * tfactors.T943i + (1.0/3.0) * 6.4931 * tfactors.T923i
-                                  + -9.27513 + (5.0/3.0) * -0.610439 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -25.3278 * tfactors.T943i + (1.0/3.0) * 6.4931 * tfactors.T923i
+                                  + -9.27513 + (5.0/3.0) * -0.610439 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1892,9 +1968,9 @@ void rate_S32_to_p_P31(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_S32_to_He4_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_C12_C12_to_p_Na23(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // S32 --> He4 + Si28
+    // C12 + C12 --> p + Na23
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1903,13 +1979,13 @@ void rate_S32_to_He4_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // ths8r
-    ln_set_rate =  72.813 + -80.626 * tfactors.T9i + -59.4896 * tfactors.T913i + 4.47205 * tfactors.T913
-                         + -4.78989 * tfactors.T9 + 0.557201 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    // cf88r
+    ln_set_rate =  60.9649 + -84.165 * tfactors.T913i + -1.4191 * tfactors.T913
+                         + -0.114619 * tfactors.T9 + -0.070307 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  80.626 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -59.4896 * tfactors.T943i + (1.0/3.0) * 4.47205 * tfactors.T923i
-                                  + -4.78989 + (5.0/3.0) * 0.557201 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -84.165 * tfactors.T943i + (1.0/3.0) * -1.4191 * tfactors.T923i
+                                  + -0.114619 + (5.0/3.0) * -0.070307 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1924,9 +2000,9 @@ void rate_S32_to_He4_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_C12_to_He4_He4_He4(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_C12_C12_to_He4_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // C12 --> He4 + He4 + He4
+    // C12 + C12 --> He4 + Ne20
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1935,13 +2011,13 @@ void rate_C12_to_He4_He4_He4(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // fy05n
-    ln_set_rate =  45.7734 + -84.4227 * tfactors.T9i + -37.06 * tfactors.T913i + 29.3493 * tfactors.T913
-                         + -115.507 * tfactors.T9 + -10.0 * tfactors.T953 + 1.66667 * tfactors.lnT9;
+    // cf88r
+    ln_set_rate =  61.2863 + -84.165 * tfactors.T913i + -1.56627 * tfactors.T913
+                         + -0.0736084 * tfactors.T9 + -0.072797 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  84.4227 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -37.06 * tfactors.T943i + (1.0/3.0) * 29.3493 * tfactors.T923i
-                                  + -115.507 + (5.0/3.0) * -10.0 * tfactors.T923 + 1.66667 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -84.165 * tfactors.T943i + (1.0/3.0) * -1.56627 * tfactors.T923i
+                                  + -0.0736084 + (5.0/3.0) * -0.072797 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1952,30 +2028,28 @@ void rate_C12_to_He4_He4_He4(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // fy05r
-    ln_set_rate =  22.394 + -88.5493 * tfactors.T9i + -13.49 * tfactors.T913i + 21.4259 * tfactors.T913
-                         + -1.34769 * tfactors.T9 + 0.0879816 * tfactors.T953 + -10.1653 * tfactors.lnT9;
+}
 
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  88.5493 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -13.49 * tfactors.T943i + (1.0/3.0) * 21.4259 * tfactors.T923i
-                                  + -1.34769 + (5.0/3.0) * 0.0879816 * tfactors.T923 + -10.1653 * tfactors.T9i;
-    }
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_He4_N13_to_p_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
+    // N13 + He4 --> p + O16
 
-    // fy05r
-    ln_set_rate =  34.9561 + -85.4472 * tfactors.T9i + -23.57 * tfactors.T913i + 20.4886 * tfactors.T913
-                         + -12.9882 * tfactors.T9 + -20.0 * tfactors.T953 + 0.83333 * tfactors.lnT9;
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // cf88n
+    ln_set_rate =  40.4644 + -35.829 * tfactors.T913i + -0.530275 * tfactors.T913
+                         + -0.982462 * tfactors.T9 + 0.0808059 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  85.4472 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -23.57 * tfactors.T943i + (1.0/3.0) * 20.4886 * tfactors.T923i
-                                  + -12.9882 + (5.0/3.0) * -20.0 * tfactors.T923 + 0.83333 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -35.829 * tfactors.T943i + (1.0/3.0) * -0.530275 * tfactors.T923i
+                                  + -0.982462 + (5.0/3.0) * 0.0808059 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1990,9 +2064,9 @@ void rate_C12_to_He4_He4_He4(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_C12_to_N13(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_N15_to_He4_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // C12 + p --> N13
+    // N15 + p --> He4 + C12
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -2001,13 +2075,13 @@ void rate_p_C12_to_N13(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // ls09n
-    ln_set_rate =  17.1482 + -13.692 * tfactors.T913i + -0.230881 * tfactors.T913
-                         + 4.44362 * tfactors.T9 + -3.15898 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // nacrn
+    ln_set_rate =  27.4764 + -15.253 * tfactors.T913i + 1.59318 * tfactors.T913
+                         + 2.4479 * tfactors.T9 + -2.19708 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -13.692 * tfactors.T943i + (1.0/3.0) * -0.230881 * tfactors.T923i
-                                  + 4.44362 + (5.0/3.0) * -3.15898 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -15.253 * tfactors.T943i + (1.0/3.0) * 1.59318 * tfactors.T923i
+                                  + 2.4479 + (5.0/3.0) * -2.19708 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2018,13 +2092,13 @@ void rate_p_C12_to_N13(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // ls09r
-    ln_set_rate =  17.5428 + -3.77849 * tfactors.T9i + -5.10735 * tfactors.T913i + -2.24111 * tfactors.T913
-                         + 0.148883 * tfactors.T9 + -1.5 * tfactors.lnT9;
+    // nacrr
+    ln_set_rate =  -6.57522 + -1.1638 * tfactors.T9i + 22.7105 * tfactors.T913
+                         + -2.90707 * tfactors.T9 + 0.205754 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  3.77849 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -5.10735 * tfactors.T943i + (1.0/3.0) * -2.24111 * tfactors.T923i
-                                  + 0.148883 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  1.1638 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 22.7105 * tfactors.T923i
+                                  + -2.90707 + (5.0/3.0) * 0.205754 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2035,28 +2109,13 @@ void rate_p_C12_to_N13(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
-
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_C12_to_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    // C12 + He4 --> O16
-
-    rate = 0.0;
-    drate_dT = 0.0;
-
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
-
-    // nac2 
-    ln_set_rate =  254.634 + -1.84097 * tfactors.T9i + 103.411 * tfactors.T913i + -420.567 * tfactors.T913
-                         + 64.0874 * tfactors.T9 + -12.4624 * tfactors.T953 + 137.303 * tfactors.lnT9;
+    // nacrr
+    ln_set_rate =  20.8972 + -7.406 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  1.84097 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 103.411 * tfactors.T943i + (1.0/3.0) * -420.567 * tfactors.T923i
-                                  + 64.0874 + (5.0/3.0) * -12.4624 * tfactors.T923 + 137.303 * tfactors.T9i;
+        dln_set_rate_dT9 =  7.406 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2067,13 +2126,13 @@ void rate_He4_C12_to_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // nac2 
-    ln_set_rate =  69.6526 + -1.39254 * tfactors.T9i + 58.9128 * tfactors.T913i + -148.273 * tfactors.T913
-                         + 9.08324 * tfactors.T9 + -0.541041 * tfactors.T953 + 70.3554 * tfactors.lnT9;
+    // nacrr
+    ln_set_rate =  -4.87347 + -2.02117 * tfactors.T9i + 30.8497 * tfactors.T913
+                         + -8.50433 * tfactors.T9 + -1.54426 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  1.39254 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 58.9128 * tfactors.T943i + (1.0/3.0) * -148.273 * tfactors.T923i
-                                  + 9.08324 + (5.0/3.0) * -0.541041 * tfactors.T923 + 70.3554 * tfactors.T9i;
+        dln_set_rate_dT9 =  2.02117 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 30.8497 * tfactors.T923i
+                                  + -8.50433 + (5.0/3.0) * -1.54426 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2088,9 +2147,9 @@ void rate_He4_C12_to_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_C13_to_N14(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_O14_to_p_F17(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // C13 + p --> N14
+    // O14 + He4 --> p + F17
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -2099,12 +2158,29 @@ void rate_p_C13_to_N14(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // nacrr
-    ln_set_rate =  15.1825 + -13.5543 * tfactors.T9i
+    // Ha96n
+    ln_set_rate =  40.8358 + -39.388 * tfactors.T913i + -17.4673 * tfactors.T913
+                         + 35.3029 * tfactors.T9 + -24.8162 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -39.388 * tfactors.T943i + (1.0/3.0) * -17.4673 * tfactors.T923i
+                                  + 35.3029 + (5.0/3.0) * -24.8162 * tfactors.T923 + -0.666667 * tfactors.T9i;
+    }
+
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
+    // Ha96r
+    ln_set_rate =  16.3087 + -22.51 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  13.5543 * tfactors.T9i * tfactors.T9i
+        dln_set_rate_dT9 =  22.51 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
     }
 
@@ -2116,13 +2192,13 @@ void rate_p_C13_to_N14(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // nacrn
-    ln_set_rate =  18.5155 + -13.72 * tfactors.T913i + -0.450018 * tfactors.T913
-                         + 3.70823 * tfactors.T9 + -1.70545 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // Ha96r
+    ln_set_rate =  11.1184 + -13.6 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -13.72 * tfactors.T943i + (1.0/3.0) * -0.450018 * tfactors.T923i
-                                  + 3.70823 + (5.0/3.0) * -1.70545 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  13.6 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2133,13 +2209,13 @@ void rate_p_C13_to_N14(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // nacrr
-    ln_set_rate =  13.9637 + -5.78147 * tfactors.T9i + -0.196703 * tfactors.T913
-                         + 0.142126 * tfactors.T9 + -0.0238912 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // Ha96r
+    ln_set_rate =  -106.091 + -0.453036 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  5.78147 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -0.196703 * tfactors.T923i
-                                  + 0.142126 + (5.0/3.0) * -0.0238912 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  0.453036 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2150,27 +2226,12 @@ void rate_p_C13_to_N14(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
-
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_N13_to_O14(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    // N13 + p --> O14
-
-    rate = 0.0;
-    drate_dT = 0.0;
-
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
-
-    // lg06r
-    ln_set_rate =  10.9971 + -6.12602 * tfactors.T9i + 1.57122 * tfactors.T913i
-                         + -1.5 * tfactors.lnT9;
+    // Ha96r
+    ln_set_rate =  12.1289 + -12.0223 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  6.12602 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 1.57122 * tfactors.T943i
+        dln_set_rate_dT9 =  12.0223 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
     }
 
@@ -2182,13 +2243,13 @@ void rate_p_N13_to_O14(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // lg06n
-    ln_set_rate =  18.1356 + -15.1676 * tfactors.T913i + 0.0955166 * tfactors.T913
-                         + 3.0659 * tfactors.T9 + -0.507339 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // Ha96r
+    ln_set_rate =  18.6518 + -26.0 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -15.1676 * tfactors.T943i + (1.0/3.0) * 0.0955166 * tfactors.T923i
-                                  + 3.0659 + (5.0/3.0) * -0.507339 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  26.0 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2203,9 +2264,9 @@ void rate_p_N13_to_O14(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_N14_to_O15(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_C12_O16_to_p_Al27(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // N14 + p --> O15
+    // O16 + C12 --> p + Al27
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -2214,13 +2275,13 @@ void rate_p_N14_to_O15(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // im05n
-    ln_set_rate =  17.01 + -15.193 * tfactors.T913i + -0.161954 * tfactors.T913
-                         + -7.52123 * tfactors.T9 + -0.987565 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // cf88r
+    ln_set_rate =  68.5253 + 0.205134 * tfactors.T9i + -119.242 * tfactors.T913i + 13.3667 * tfactors.T913
+                         + 0.295425 * tfactors.T9 + -0.267288 * tfactors.T953 + -9.91729 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -15.193 * tfactors.T943i + (1.0/3.0) * -0.161954 * tfactors.T923i
-                                  + -7.52123 + (5.0/3.0) * -0.987565 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  -0.205134 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -119.242 * tfactors.T943i + (1.0/3.0) * 13.3667 * tfactors.T923i
+                                  + 0.295425 + (5.0/3.0) * -0.267288 * tfactors.T923 + -9.91729 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2231,47 +2292,28 @@ void rate_p_N14_to_O15(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // im05r
-    ln_set_rate =  6.73578 + -4.891 * tfactors.T9i
-                         + 0.0682 * tfactors.lnT9;
-
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  4.891 * tfactors.T9i * tfactors.T9i
-                                  + 0.0682 * tfactors.T9i;
-    }
+}
 
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_C12_O16_to_He4_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // im05r
-    ln_set_rate =  7.65444 + -2.998 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // O16 + C12 --> He4 + Mg24
 
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  2.998 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
-    }
+    rate = 0.0;
+    drate_dT = 0.0;
 
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
 
-    // im05n
-    ln_set_rate =  20.1169 + -15.193 * tfactors.T913i + -4.63975 * tfactors.T913
-                         + 9.73458 * tfactors.T9 + -9.55051 * tfactors.T953 + 0.333333 * tfactors.lnT9;
+    // cf88r
+    ln_set_rate =  48.5341 + 0.37204 * tfactors.T9i + -133.413 * tfactors.T913i + 50.1572 * tfactors.T913
+                         + -3.15987 * tfactors.T9 + 0.0178251 * tfactors.T953 + -23.7027 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -15.193 * tfactors.T943i + (1.0/3.0) * -4.63975 * tfactors.T923i
-                                  + 9.73458 + (5.0/3.0) * -9.55051 * tfactors.T923 + 0.333333 * tfactors.T9i;
+        dln_set_rate_dT9 =  -0.37204 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -133.413 * tfactors.T943i + (1.0/3.0) * 50.1572 * tfactors.T923i
+                                  + -3.15987 + (5.0/3.0) * 0.0178251 * tfactors.T923 + -23.7027 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2286,9 +2328,9 @@ void rate_p_N14_to_O15(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_N14_to_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_O16_O16_to_p_P31(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // N14 + He4 --> F18
+    // O16 + O16 --> p + P31
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -2297,13 +2339,13 @@ void rate_He4_N14_to_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10n
-    ln_set_rate =  21.5339 + -36.2504 * tfactors.T913i
-                         + -5.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // cf88r
+    ln_set_rate =  85.2628 + 0.223453 * tfactors.T9i + -145.844 * tfactors.T913i + 8.72612 * tfactors.T913
+                         + -0.554035 * tfactors.T9 + -0.137562 * tfactors.T953 + -6.88807 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -36.2504 * tfactors.T943i
-                                  + (5.0/3.0) * -5.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  -0.223453 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -145.844 * tfactors.T943i + (1.0/3.0) * 8.72612 * tfactors.T923i
+                                  + -0.554035 + (5.0/3.0) * -0.137562 * tfactors.T923 + -6.88807 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2314,30 +2356,28 @@ void rate_He4_N14_to_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  13.8995 + -10.9656 * tfactors.T9i + -5.6227 * tfactors.T913i
-                         + -1.5 * tfactors.lnT9;
+}
 
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  10.9656 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -5.6227 * tfactors.T943i
-                                  + -1.5 * tfactors.T9i;
-    }
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_O16_O16_to_He4_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
+    // O16 + O16 --> He4 + Si28
 
-    // il10r
-    ln_set_rate =  0.196838 + -5.16034 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // cf88r
+    ln_set_rate =  97.2435 + -0.268514 * tfactors.T9i + -119.324 * tfactors.T913i + -32.2497 * tfactors.T913
+                         + 1.46214 * tfactors.T9 + -0.200893 * tfactors.T953 + 13.2148 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  5.16034 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  0.268514 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -119.324 * tfactors.T943i + (1.0/3.0) * -32.2497 * tfactors.T923i
+                                  + 1.46214 + (5.0/3.0) * -0.200893 * tfactors.T923 + 13.2148 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2352,9 +2392,9 @@ void rate_He4_N14_to_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_N15_to_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_O17_to_He4_N14(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // N15 + p --> O16
+    // O17 + p --> He4 + N14
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -2363,13 +2403,13 @@ void rate_p_N15_to_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // li10n
-    ln_set_rate =  20.0176 + -15.24 * tfactors.T913i + 0.334926 * tfactors.T913
-                         + 4.59088 * tfactors.T9 + -4.78468 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // il10r
+    ln_set_rate =  5.5336 + -2.11477 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -15.24 * tfactors.T943i + (1.0/3.0) * 0.334926 * tfactors.T923i
-                                  + 4.59088 + (5.0/3.0) * -4.78468 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  2.11477 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2380,13 +2420,13 @@ void rate_p_N15_to_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // li10r
-    ln_set_rate =  14.5444 + -10.2295 * tfactors.T9i
-                         + 0.0459037 * tfactors.T9 + -1.5 * tfactors.lnT9;
+    // il10r
+    ln_set_rate =  -7.20763 + -0.753395 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  10.2295 * tfactors.T9i * tfactors.T9i
-                                  + 0.0459037 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  0.753395 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2397,13 +2437,30 @@ void rate_p_N15_to_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // li10r
-    ln_set_rate =  6.59056 + -2.92315 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // il10n
+    ln_set_rate =  19.579 + -16.9078 * tfactors.T913i
+                         + -2.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  2.92315 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -16.9078 * tfactors.T943i
+                                  + (5.0/3.0) * -2.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
+    }
+
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
+    // il10r
+    ln_set_rate =  10.174 + -4.95865 * tfactors.T9i + 5.10182 * tfactors.T913
+                         + 0.379373 * tfactors.T9 + -0.0672515 * tfactors.T953 + -1.5 * tfactors.lnT9;
+
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  4.95865 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 5.10182 * tfactors.T923i
+                                  + 0.379373 + (5.0/3.0) * -0.0672515 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2418,9 +2475,9 @@ void rate_p_N15_to_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_N15_to_F19(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_O18_to_He4_N15(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // N15 + He4 --> F19
+    // O18 + p --> He4 + N15
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -2430,11 +2487,11 @@ void rate_He4_N15_to_F19(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
     amrex::Real set_rate{0.0};
 
     // il10r
-    ln_set_rate =  -9.41892 + -4.17795 * tfactors.T9i
+    ln_set_rate =  10.2725 + -1.663 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  4.17795 * tfactors.T9i * tfactors.T9i
+        dln_set_rate_dT9 =  1.663 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
     }
 
@@ -2446,13 +2503,13 @@ void rate_He4_N15_to_F19(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  25.3916 + -36.2324 * tfactors.T913i
-                         + -2.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // il10r
+    ln_set_rate =  -27.9044 + -0.245884 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -36.2324 * tfactors.T943i
-                                  + (5.0/3.0) * -2.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  0.245884 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2463,13 +2520,13 @@ void rate_He4_N15_to_F19(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -28.7989 + -4.19986 * tfactors.T9i + 35.4292 * tfactors.T913
-                         + -5.5767 * tfactors.T9 + 0.441293 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // il10n
+    ln_set_rate =  26.9671 + -16.6979 * tfactors.T913i
+                         + -3.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  4.19986 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 35.4292 * tfactors.T923i
-                                  + -5.5767 + (5.0/3.0) * 0.441293 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -16.6979 * tfactors.T943i
+                                  + (5.0/3.0) * -3.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2481,12 +2538,12 @@ void rate_He4_N15_to_F19(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
     }
 
     // il10r
-    ln_set_rate =  3.5342 + -6.98462 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    ln_set_rate =  8.94352 + -5.32335 * tfactors.T9i + 11.6568 * tfactors.T913
+                         + -2.16303 * tfactors.T9 + 0.209965 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  6.98462 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  5.32335 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 11.6568 * tfactors.T923i
+                                  + -2.16303 + (5.0/3.0) * 0.209965 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2501,9 +2558,9 @@ void rate_He4_N15_to_F19(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_O14_to_Ne18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_F18_to_He4_O15(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // O14 + He4 --> Ne18
+    // F18 + p --> He4 + O15
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -2512,13 +2569,13 @@ void rate_He4_O14_to_Ne18(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // wh87r
-    ln_set_rate =  -4.69948 + -12.159 * tfactors.T9i
-                         + 5.0 * tfactors.lnT9;
+    // il10n
+    ln_set_rate =  62.0058 + -21.4023 * tfactors.T913i + -80.8891 * tfactors.T913
+                         + 134.6 * tfactors.T9 + -126.504 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  12.159 * tfactors.T9i * tfactors.T9i
-                                  + 5.0 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -21.4023 * tfactors.T943i + (1.0/3.0) * -80.8891 * tfactors.T923i
+                                  + 134.6 + (5.0/3.0) * -126.504 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2529,13 +2586,13 @@ void rate_He4_O14_to_Ne18(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // wh87r
-    ln_set_rate =  3.52636 + -22.61 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // il10r
+    ln_set_rate =  1.75704 + -3.01675 * tfactors.T9i + 13.3223 * tfactors.T913
+                         + -1.36696 * tfactors.T9 + 0.0757363 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  22.61 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  3.01675 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 13.3223 * tfactors.T923i
+                                  + -1.36696 + (5.0/3.0) * 0.0757363 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2546,13 +2603,13 @@ void rate_He4_O14_to_Ne18(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // wh87r
-    ln_set_rate =  -2.15417 + -11.73 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
-
+    // il10r
+    ln_set_rate =  -31.7388 + -0.376432 * tfactors.T9i + 61.738 * tfactors.T913
+                         + -108.29 * tfactors.T9 + -34.2365 * tfactors.T953 + -1.5 * tfactors.lnT9;
+
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  11.73 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  0.376432 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 61.738 * tfactors.T923i
+                                  + -108.29 + (5.0/3.0) * -34.2365 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2563,13 +2620,28 @@ void rate_He4_O14_to_Ne18(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // wh87n
-    ln_set_rate =  26.4429 + -39.38 * tfactors.T913i + -0.0772187 * tfactors.T913
-                         + -0.635361 * tfactors.T9 + 0.106236 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+}
+
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_He4_F18_to_p_Ne21(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+
+    // F18 + He4 --> p + Ne21
+
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // rpsmr
+    ln_set_rate =  49.7863 + -1.84559 * tfactors.T9i + 21.4461 * tfactors.T913i + -73.252 * tfactors.T913
+                         + 2.42329 * tfactors.T9 + -0.077278 * tfactors.T953 + 40.7604 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -39.38 * tfactors.T943i + (1.0/3.0) * -0.0772187 * tfactors.T923i
-                                  + -0.635361 + (5.0/3.0) * 0.106236 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  1.84559 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.4461 * tfactors.T943i + (1.0/3.0) * -73.252 * tfactors.T923i
+                                  + 2.42329 + (5.0/3.0) * -0.077278 * tfactors.T923 + 40.7604 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2584,9 +2656,9 @@ void rate_He4_O14_to_Ne18(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_O15_to_Ne19(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_F19_to_He4_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // O15 + He4 --> Ne19
+    // F19 + p --> He4 + O16
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -2595,13 +2667,13 @@ void rate_He4_O15_to_Ne19(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // dc11r
-    ln_set_rate =  -32.2496 + -4.20439 * tfactors.T9i + -3.24609 * tfactors.T913i + 44.4647 * tfactors.T913
-                         + -9.79962 * tfactors.T9 + 0.841782 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // nacr 
+    ln_set_rate =  8.239 + -2.46828 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  4.20439 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -3.24609 * tfactors.T943i + (1.0/3.0) * 44.4647 * tfactors.T923i
-                                  + -9.79962 + (5.0/3.0) * 0.841782 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  2.46828 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2612,12 +2684,12 @@ void rate_He4_O15_to_Ne19(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // dc11r
-    ln_set_rate =  -0.0452465 + -5.88439 * tfactors.T9i
+    // nacr 
+    ln_set_rate =  -52.7043 + -0.12765 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  5.88439 * tfactors.T9i * tfactors.T9i
+        dln_set_rate_dT9 =  0.12765 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
     }
 
@@ -2629,13 +2701,13 @@ void rate_He4_O15_to_Ne19(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // dc11n
-    ln_set_rate =  26.2914 + -39.578 * tfactors.T913i
-                         + -3.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // nacr 
+    ln_set_rate =  26.2916 + -18.116 * tfactors.T913i
+                         + 1.86674 * tfactors.T9 + -7.5666 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -39.578 * tfactors.T943i
-                                  + (5.0/3.0) * -3.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -18.116 * tfactors.T943i
+                                  + 1.86674 + (5.0/3.0) * -7.5666 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2646,28 +2718,30 @@ void rate_He4_O15_to_Ne19(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
-
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_O16_to_F17(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    // O16 + p --> F17
+    // nacrr
+    ln_set_rate =  14.3586 + -3.286 * tfactors.T9i
+                         + -0.21103 * tfactors.T9 + 2.87702 * tfactors.lnT9;
 
-    rate = 0.0;
-    drate_dT = 0.0;
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  3.286 * tfactors.T9i * tfactors.T9i
+                                  + -0.21103 + 2.87702 * tfactors.T9i;
+    }
 
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
 
-    // ia08n
-    ln_set_rate =  19.0904 + -16.696 * tfactors.T913i + -1.16252 * tfactors.T913
-                         + 0.267703 * tfactors.T9 + -0.0338411 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // nacr 
+    ln_set_rate =  15.1955 + -3.75185 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -16.696 * tfactors.T943i + (1.0/3.0) * -1.16252 * tfactors.T923i
-                                  + 0.267703 + (5.0/3.0) * -0.0338411 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  3.75185 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2682,9 +2756,9 @@ void rate_p_O16_to_F17(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_O16_to_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_Ne19_to_p_Na22(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // O16 + He4 --> Ne20
+    // Ne19 + He4 --> p + Na22
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -2693,13 +2767,13 @@ void rate_He4_O16_to_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // co10r
-    ln_set_rate =  9.50848 + -12.7643 * tfactors.T9i + -3.65925 * tfactors.T913
-                         + 0.714224 * tfactors.T9 + -0.00107508 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // ths8r
+    ln_set_rate =  43.1874 + -46.6346 * tfactors.T913i + 0.866532 * tfactors.T913
+                         + -0.893541 * tfactors.T9 + 0.0747971 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  12.7643 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -3.65925 * tfactors.T923i
-                                  + 0.714224 + (5.0/3.0) * -0.00107508 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -46.6346 * tfactors.T943i + (1.0/3.0) * 0.866532 * tfactors.T923i
+                                  + -0.893541 + (5.0/3.0) * 0.0747971 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2710,30 +2784,28 @@ void rate_He4_O16_to_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // co10r
-    ln_set_rate =  3.88571 + -10.3585 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+}
 
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  10.3585 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
-    }
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_p_Ne20_to_He4_F17(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
+    // Ne20 + p --> He4 + F17
 
-    // co10n
-    ln_set_rate =  23.903 + -39.7262 * tfactors.T913i + -0.210799 * tfactors.T913
-                         + 0.442879 * tfactors.T9 + -0.0797753 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // nacr 
+    ln_set_rate =  41.563 + -47.9266 * tfactors.T9i + -43.18 * tfactors.T913i + 4.46827 * tfactors.T913
+                         + -1.63915 * tfactors.T9 + 0.123483 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -39.7262 * tfactors.T943i + (1.0/3.0) * -0.210799 * tfactors.T923i
-                                  + 0.442879 + (5.0/3.0) * -0.0797753 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  47.9266 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -43.18 * tfactors.T943i + (1.0/3.0) * 4.46827 * tfactors.T923i
+                                  + -1.63915 + (5.0/3.0) * 0.123483 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2748,9 +2820,9 @@ void rate_He4_O16_to_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_O17_to_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_Na23_to_He4_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // O17 + p --> F18
+    // Na23 + p --> He4 + Ne20
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -2759,13 +2831,13 @@ void rate_p_O17_to_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10n
-    ln_set_rate =  15.8929 + -16.4035 * tfactors.T913i + 4.31885 * tfactors.T913
-                         + -0.709921 * tfactors.T9 + -2.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // il10r
+    ln_set_rate =  -6.58736 + -2.31577 * tfactors.T9i + 19.7297 * tfactors.T913
+                         + -2.20987 * tfactors.T9 + 0.153374 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -16.4035 * tfactors.T943i + (1.0/3.0) * 4.31885 * tfactors.T923i
-                                  + -0.709921 + (5.0/3.0) * -2.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  2.31577 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 19.7297 * tfactors.T923i
+                                  + -2.20987 + (5.0/3.0) * 0.153374 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2777,12 +2849,12 @@ void rate_p_O17_to_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
     }
 
     // il10r
-    ln_set_rate =  9.39048 + -6.22828 * tfactors.T9i + 2.31435 * tfactors.T913
-                         + -0.302835 * tfactors.T9 + 0.020133 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    ln_set_rate =  0.0178295 + -1.86103 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  6.22828 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 2.31435 * tfactors.T923i
-                                  + -0.302835 + (5.0/3.0) * 0.020133 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  1.86103 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2793,13 +2865,13 @@ void rate_p_O17_to_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -13.077 + -0.746296 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // il10n
+    ln_set_rate =  18.9756 + -20.0024 * tfactors.T913i + 11.5988 * tfactors.T913
+                         + -1.37398 * tfactors.T9 + -1.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  0.746296 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -20.0024 * tfactors.T943i + (1.0/3.0) * 11.5988 * tfactors.T923i
+                                  + -1.37398 + (5.0/3.0) * -1.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2814,9 +2886,9 @@ void rate_p_O17_to_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_O17_to_Ne21(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_Al27_to_He4_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // O17 + He4 --> Ne21
+    // Al27 + p --> He4 + Mg24
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -2825,13 +2897,13 @@ void rate_He4_O17_to_Ne21(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // be13r
-    ln_set_rate =  -25.0898 + -5.50926 * tfactors.T9i + 123.363 * tfactors.T913i + -87.4351 * tfactors.T913
-                         + -3.40974e-06 * tfactors.T9 + -57.0469 * tfactors.T953 + 82.2218 * tfactors.lnT9;
+    // il10r
+    ln_set_rate =  -7.02789 + -4.2425 * tfactors.T9i + 18.0416 * tfactors.T913
+                         + -1.54137 * tfactors.T9 + 0.0847506 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  5.50926 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 123.363 * tfactors.T943i + (1.0/3.0) * -87.4351 * tfactors.T923i
-                                  + -3.40974e-06 + (5.0/3.0) * -57.0469 * tfactors.T923 + 82.2218 * tfactors.T9i;
+        dln_set_rate_dT9 =  4.2425 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0416 * tfactors.T923i
+                                  + -1.54137 + (5.0/3.0) * 0.0847506 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2842,13 +2914,13 @@ void rate_He4_O17_to_Ne21(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // be13r
-    ln_set_rate =  -117.134 + -13.6759 * tfactors.T9i + 3.31162e-08 * tfactors.T913i + 130.258 * tfactors.T913
-                         + -7.92551e-05 * tfactors.T9 + -4.13772 * tfactors.T953 + -42.7753 * tfactors.lnT9;
+    // il10r
+    ln_set_rate =  -26.8683 + -0.963012 * tfactors.T9i + 5.18642 * tfactors.T913i + -34.7936 * tfactors.T913
+                         + 168.225 * tfactors.T9 + -115.825 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  13.6759 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 3.31162e-08 * tfactors.T943i + (1.0/3.0) * 130.258 * tfactors.T923i
-                                  + -7.92551e-05 + (5.0/3.0) * -4.13772 * tfactors.T923 + -42.7753 * tfactors.T9i;
+        dln_set_rate_dT9 =  0.963012 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 5.18642 * tfactors.T943i + (1.0/3.0) * -34.7936 * tfactors.T923i
+                                  + 168.225 + (5.0/3.0) * -115.825 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2859,13 +2931,13 @@ void rate_He4_O17_to_Ne21(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // be13r
-    ln_set_rate =  2.14 + -5.99952 * tfactors.T9i + 2.87641 * tfactors.T913i + -3.54489 * tfactors.T913
-                         + -2.11222e-08 * tfactors.T9 + -3.90649e-09 * tfactors.T953 + 4.75778 * tfactors.lnT9;
+    // il10n
+    ln_set_rate =  29.4576 + -26.4162 * tfactors.T913i
+                         + -2.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  5.99952 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 2.87641 * tfactors.T943i + (1.0/3.0) * -3.54489 * tfactors.T923i
-                                  + -2.11222e-08 + (5.0/3.0) * -3.90649e-09 * tfactors.T923 + 4.75778 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -26.4162 * tfactors.T943i
+                                  + (5.0/3.0) * -2.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2880,9 +2952,9 @@ void rate_He4_O17_to_Ne21(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_O18_to_F19(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_P31_to_He4_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // O18 + p --> F19
+    // P31 + p --> He4 + Si28
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -2892,12 +2964,12 @@ void rate_p_O18_to_F19(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
     amrex::Real set_rate{0.0};
 
     // il10r
-    ln_set_rate =  -35.0079 + -0.244743 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    ln_set_rate =  -10.893 + -3.42575 * tfactors.T9i + 21.521 * tfactors.T913
+                         + -1.90355 * tfactors.T9 + 0.092724 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  0.244743 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  3.42575 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 21.521 * tfactors.T923i
+                                  + -1.90355 + (5.0/3.0) * 0.092724 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2908,13 +2980,13 @@ void rate_p_O18_to_F19(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  19.917 + -16.7246 * tfactors.T913i
-                         + -3.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // il10r
+    ln_set_rate =  -12.919 + -1.87716 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -16.7246 * tfactors.T943i
-                                  + (5.0/3.0) * -3.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  1.87716 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2925,13 +2997,13 @@ void rate_p_O18_to_F19(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  7.26876 + -6.7253 * tfactors.T9i + 3.99059 * tfactors.T913
-                         + -0.593127 * tfactors.T9 + 0.0877534 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // il10n
+    ln_set_rate =  60.8829 + -31.932 * tfactors.T913i + -77.0334 * tfactors.T913
+                         + -43.6847 * tfactors.T9 + -4.28955 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  6.7253 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 3.99059 * tfactors.T923i
-                                  + -0.593127 + (5.0/3.0) * 0.0877534 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -31.932 * tfactors.T943i + (1.0/3.0) * -77.0334 * tfactors.T923i
+                                  + -43.6847 + (5.0/3.0) * -4.28955 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2942,79 +3014,13 @@ void rate_p_O18_to_F19(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  5.07648 + -1.65681 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
-
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  1.65681 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
-    }
-
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
-
-}
-
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_F17_to_Ne18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    // F17 + p --> Ne18
-
-    rate = 0.0;
-    drate_dT = 0.0;
-
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
-
-    // cb09 
-    ln_set_rate =  -7.84708 + -0.0323504 * tfactors.T9i + -14.2191 * tfactors.T913i + 34.0647 * tfactors.T913
-                         + -16.5698 * tfactors.T9 + 2.48116 * tfactors.T953 + -2.13376 * tfactors.lnT9;
-
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  0.0323504 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -14.2191 * tfactors.T943i + (1.0/3.0) * 34.0647 * tfactors.T923i
-                                  + -16.5698 + (5.0/3.0) * 2.48116 * tfactors.T923 + -2.13376 * tfactors.T9i;
-    }
-
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
-
-    // cb09 
-    ln_set_rate =  27.5778 + -4.95969 * tfactors.T9i + -21.3249 * tfactors.T913i + -0.230774 * tfactors.T913
-                         + 0.917931 * tfactors.T9 + -0.0440377 * tfactors.T953 + -7.36014 * tfactors.lnT9;
-
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  4.95969 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -21.3249 * tfactors.T943i + (1.0/3.0) * -0.230774 * tfactors.T923i
-                                  + 0.917931 + (5.0/3.0) * -0.0440377 * tfactors.T923 + -7.36014 * tfactors.T9i;
-    }
-
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
-
-}
+}
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_F18_to_Ne19(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_He4_He4_to_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // F18 + p --> Ne19
+    // He4 + He4 + He4 --> C12
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -3023,13 +3029,13 @@ void rate_p_F18_to_Ne19(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dr
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10n
-    ln_set_rate =  57.4084 + -21.4023 * tfactors.T913i + -93.766 * tfactors.T913
-                         + 179.258 * tfactors.T9 + -202.561 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // fy05r
+    ln_set_rate =  -24.3505 + -4.12656 * tfactors.T9i + -13.49 * tfactors.T913i + 21.4259 * tfactors.T913
+                         + -1.34769 * tfactors.T9 + 0.0879816 * tfactors.T953 + -13.1653 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -21.4023 * tfactors.T943i + (1.0/3.0) * -93.766 * tfactors.T923i
-                                  + 179.258 + (5.0/3.0) * -202.561 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  4.12656 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -13.49 * tfactors.T943i + (1.0/3.0) * 21.4259 * tfactors.T923i
+                                  + -1.34769 + (5.0/3.0) * 0.0879816 * tfactors.T923 + -13.1653 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3040,13 +3046,13 @@ void rate_p_F18_to_Ne19(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dr
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -5.85727 + -2.89147 * tfactors.T9i + 13.1683 * tfactors.T913
-                         + -1.92023 * tfactors.T9 + 0.16901 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // fy05r
+    ln_set_rate =  -11.7884 + -1.02446 * tfactors.T9i + -23.57 * tfactors.T913i + 20.4886 * tfactors.T913
+                         + -12.9882 * tfactors.T9 + -20.0 * tfactors.T953 + -2.16667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  2.89147 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 13.1683 * tfactors.T923i
-                                  + -1.92023 + (5.0/3.0) * 0.16901 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  1.02446 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -23.57 * tfactors.T943i + (1.0/3.0) * 20.4886 * tfactors.T923i
+                                  + -12.9882 + (5.0/3.0) * -20.0 * tfactors.T923 + -2.16667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3057,13 +3063,13 @@ void rate_p_F18_to_Ne19(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dr
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -29.449 + -0.39895 * tfactors.T9i + 22.4903 * tfactors.T913
-                         + 0.307872 * tfactors.T9 + -0.296226 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // fy05n
+    ln_set_rate =  -0.971052 + -37.06 * tfactors.T913i + 29.3493 * tfactors.T913
+                         + -115.507 * tfactors.T9 + -10.0 * tfactors.T953 + -1.33333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  0.39895 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 22.4903 * tfactors.T923i
-                                  + 0.307872 + (5.0/3.0) * -0.296226 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -37.06 * tfactors.T943i + (1.0/3.0) * 29.3493 * tfactors.T923i
+                                  + -115.507 + (5.0/3.0) * -10.0 * tfactors.T923 + -1.33333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3078,9 +3084,9 @@ void rate_p_F18_to_Ne19(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dr
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_F18_to_Na22(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_C12_C12_to_Mg24_modified(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // F18 + He4 --> Na22
+    // C12 + C12 --> Mg24
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -3089,13 +3095,13 @@ void rate_He4_F18_to_Na22(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // rpsmr
-    ln_set_rate =  35.3786 + -1.82957 * tfactors.T9i + 18.8956 * tfactors.T913i + -65.6134 * tfactors.T913
-                         + 1.71114 * tfactors.T9 + -0.0260999 * tfactors.T953 + 37.8396 * tfactors.lnT9;
+    // cf88r
+    ln_set_rate =  -12.8056 + -30.1498 * tfactors.T9i + 11.4826 * tfactors.T913
+                         + 1.82849 * tfactors.T9 + -0.34844 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  1.82957 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 18.8956 * tfactors.T943i + (1.0/3.0) * -65.6134 * tfactors.T923i
-                                  + 1.71114 + (5.0/3.0) * -0.0260999 * tfactors.T923 + 37.8396 * tfactors.T9i;
+        dln_set_rate_dT9 =  30.1498 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 11.4826 * tfactors.T923i
+                                  + 1.82849 + (5.0/3.0) * -0.34844 * tfactors.T923;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3110,9 +3116,9 @@ void rate_He4_F18_to_Na22(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_F19_to_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_O16_O16_to_S32_modified(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // F19 + p --> Ne20
+    // O16 + O16 --> S32
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -3121,47 +3127,13 @@ void rate_p_F19_to_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dr
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // nacrr
-    ln_set_rate =  -5.63093 + -7.74414 * tfactors.T9i + 31.6442 * tfactors.T913i + -58.6563 * tfactors.T913
-                         + 67.7365 * tfactors.T9 + -22.9721 * tfactors.T953 + -1.5 * tfactors.lnT9;
-
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  7.74414 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 31.6442 * tfactors.T943i + (1.0/3.0) * -58.6563 * tfactors.T923i
-                                  + 67.7365 + (5.0/3.0) * -22.9721 * tfactors.T923 + -1.5 * tfactors.T9i;
-    }
-
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
-
-    // nacrr
-    ln_set_rate =  12.3816 + -1.71383 * tfactors.T9i + -11.3832 * tfactors.T913i + 5.47872 * tfactors.T913
-                         + -1.07203 * tfactors.T9 + 0.11196 * tfactors.T953 + -1.5 * tfactors.lnT9;
-
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  1.71383 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -11.3832 * tfactors.T943i + (1.0/3.0) * 5.47872 * tfactors.T923i
-                                  + -1.07203 + (5.0/3.0) * 0.11196 * tfactors.T923 + -1.5 * tfactors.T9i;
-    }
-
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
-
-    // nacrn
-    ln_set_rate =  18.2807 + -18.116 * tfactors.T913i + -1.4622 * tfactors.T913
-                         + 6.95113 * tfactors.T9 + -2.90366 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // cf88r
+    ln_set_rate =  77.5491 + -0.373641 * tfactors.T9i + -120.83 * tfactors.T913i + -7.72334 * tfactors.T913
+                         + -2.27939 * tfactors.T9 + 0.167655 * tfactors.T953 + 7.62001 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -18.116 * tfactors.T943i + (1.0/3.0) * -1.4622 * tfactors.T923i
-                                  + 6.95113 + (5.0/3.0) * -2.90366 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  0.373641 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -120.83 * tfactors.T943i + (1.0/3.0) * -7.72334 * tfactors.T923i
+                                  + -2.27939 + (5.0/3.0) * 0.167655 * tfactors.T923 + 7.62001 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3176,9 +3148,9 @@ void rate_p_F19_to_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dr
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_F19_to_Na23(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_C12_O16_to_Si28_modified(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // F19 + He4 --> Na23
+    // O16 + C12 --> Si28
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -3187,13 +3159,13 @@ void rate_He4_F19_to_Na23(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // rpsmr
-    ln_set_rate =  52.7856 + -2.11408 * tfactors.T9i + 39.7219 * tfactors.T913i + -100.401 * tfactors.T913
-                         + 3.15808 * tfactors.T9 + -0.0629822 * tfactors.T953 + 54.4823 * tfactors.lnT9;
+    // cf88r
+    ln_set_rate =  -132.213 + -1.46479 * tfactors.T9i + -293.089 * tfactors.T913i + 414.404 * tfactors.T913
+                         + -28.0562 * tfactors.T9 + 1.61807 * tfactors.T953 + -178.28 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  2.11408 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 39.7219 * tfactors.T943i + (1.0/3.0) * -100.401 * tfactors.T923i
-                                  + 3.15808 + (5.0/3.0) * -0.0629822 * tfactors.T923 + 54.4823 * tfactors.T9i;
+        dln_set_rate_dT9 =  1.46479 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -293.089 * tfactors.T943i + (1.0/3.0) * 414.404 * tfactors.T923i
+                                  + -28.0562 + (5.0/3.0) * 1.61807 * tfactors.T923 + -178.28 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3208,9 +3180,9 @@ void rate_He4_F19_to_Na23(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Ne18_to_Mg22(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_S32_to_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Ne18 + He4 --> Mg22
+    // S32 + He4 --> Ar36
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -3220,12 +3192,12 @@ void rate_He4_Ne18_to_Mg22(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  32.8865 + -46.4859 * tfactors.T913i + 0.956741 * tfactors.T913
-                         + -0.914402 * tfactors.T9 + 0.0722478 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    ln_set_rate =  48.901 + -65.3709 * tfactors.T913i + 5.68294 * tfactors.T913
+                         + -5.00388 * tfactors.T9 + 0.571407 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -46.4859 * tfactors.T943i + (1.0/3.0) * 0.956741 * tfactors.T923i
-                                  + -0.914402 + (5.0/3.0) * 0.0722478 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -65.3709 * tfactors.T943i + (1.0/3.0) * 5.68294 * tfactors.T923i
+                                  + -5.00388 + (5.0/3.0) * 0.571407 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3240,9 +3212,9 @@ void rate_He4_Ne18_to_Mg22(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Ne20_to_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_Cl35_to_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Ne20 + He4 --> Mg24
+    // Cl35 + p --> Ar36
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -3252,11 +3224,11 @@ void rate_He4_Ne20_to_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real set_rate{0.0};
 
     // il10r
-    ln_set_rate =  -38.7055 + -2.50605 * tfactors.T9i
+    ln_set_rate =  -9.03294 + -2.00996 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  2.50605 * tfactors.T9i * tfactors.T9i
+        dln_set_rate_dT9 =  2.00996 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
     }
 
@@ -3268,13 +3240,13 @@ void rate_He4_Ne20_to_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  24.5058 + -46.2525 * tfactors.T913i + 5.58901 * tfactors.T913
-                         + 7.61843 * tfactors.T9 + -3.683 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // il10r
+    ln_set_rate =  -42.5249 + -0.564651 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -46.2525 * tfactors.T943i + (1.0/3.0) * 5.58901 * tfactors.T923i
-                                  + 7.61843 + (5.0/3.0) * -3.683 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  0.564651 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3285,13 +3257,13 @@ void rate_He4_Ne20_to_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -8.79827 + -12.7809 * tfactors.T9i + 16.9229 * tfactors.T913
-                         + -2.57325 * tfactors.T9 + 0.208997 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // il10n
+    ln_set_rate =  35.6868 + -27.8971 * tfactors.T913i + -16.2304 * tfactors.T913
+                         + 35.255 * tfactors.T9 + -25.8411 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  12.7809 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 16.9229 * tfactors.T923i
-                                  + -2.57325 + (5.0/3.0) * 0.208997 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -27.8971 * tfactors.T943i + (1.0/3.0) * -16.2304 * tfactors.T923i
+                                  + 35.255 + (5.0/3.0) * -25.8411 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3303,12 +3275,12 @@ void rate_He4_Ne20_to_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     }
 
     // il10r
-    ln_set_rate =  1.98307 + -9.22026 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    ln_set_rate =  -7.84699 + -3.65092 * tfactors.T9i + 18.0179 * tfactors.T913
+                         + -2.86304 * tfactors.T9 + 0.250854 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  9.22026 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  3.65092 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0179 * tfactors.T923i
+                                  + -2.86304 + (5.0/3.0) * 0.250854 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3323,9 +3295,9 @@ void rate_He4_Ne20_to_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Ne21_to_Na22(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_Cl35_to_He4_S32_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Ne21 + p --> Na22
+    // Cl35 + p --> He4 + S32
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -3335,12 +3307,12 @@ void rate_p_Ne21_to_Na22(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
     amrex::Real set_rate{0.0};
 
     // il10r
-    ln_set_rate =  -47.6554 + -0.19618 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    ln_set_rate =  2.29121 + -6.00976 * tfactors.T9i + 5.33756 * tfactors.T913
+                         + 1.64418 * tfactors.T9 + -0.246167 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  0.19618 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  6.00976 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 5.33756 * tfactors.T923i
+                                  + 1.64418 + (5.0/3.0) * -0.246167 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3351,13 +3323,13 @@ void rate_p_Ne21_to_Na22(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  19.0696 + -19.2096 * tfactors.T913i
-                         + -1.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // il10r
+    ln_set_rate =  -1.01202 + -3.93495 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -19.2096 * tfactors.T943i
-                                  + (5.0/3.0) * -1.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  3.93495 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3369,12 +3341,12 @@ void rate_p_Ne21_to_Na22(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
     }
 
     // il10r
-    ln_set_rate =  -39.4862 + -4.21385 * tfactors.T9i + 21.1176 * tfactors.T913i + 34.0411 * tfactors.T913
-                         + -4.45593 * tfactors.T9 + 0.328613 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    ln_set_rate =  -57.5294 + -0.532931 * tfactors.T9i + 25.5338 * tfactors.T913
+                         + 6.45824 * tfactors.T9 + -0.950294 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  4.21385 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.1176 * tfactors.T943i + (1.0/3.0) * 34.0411 * tfactors.T923i
-                                  + -4.45593 + (5.0/3.0) * 0.328613 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  0.532931 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 25.5338 * tfactors.T923i
+                                  + 6.45824 + (5.0/3.0) * -0.950294 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3385,14 +3357,14 @@ void rate_p_Ne21_to_Na22(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  1.75704 + -1.39957 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // il10n
+    ln_set_rate =  32.12 + -30.9147 * tfactors.T913i + -1.2345 * tfactors.T913
+                         + 22.5118 * tfactors.T9 + -33.0589 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  1.39957 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
-    }
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -30.9147 * tfactors.T943i + (1.0/3.0) * -1.2345 * tfactors.T923i
+                                  + 22.5118 + (5.0/3.0) * -33.0589 * tfactors.T923 + -0.666667 * tfactors.T9i;
+    }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
     ln_set_rate = std::max(ln_set_rate, -230.0);
@@ -3406,9 +3378,9 @@ void rate_p_Ne21_to_Na22(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Na23_to_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_Ar36_to_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Na23 + p --> Mg24
+    // Ar36 + He4 --> Ca40
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -3417,13 +3389,13 @@ void rate_p_Na23_to_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10n
-    ln_set_rate =  18.9075 + -20.6428 * tfactors.T913i + 1.52954 * tfactors.T913
-                         + 2.7487 * tfactors.T9 + -1.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // ths8r
+    ln_set_rate =  52.3486 + -71.0046 * tfactors.T913i + 4.0656 * tfactors.T913
+                         + -5.26509 * tfactors.T9 + 0.683546 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -20.6428 * tfactors.T943i + (1.0/3.0) * 1.52954 * tfactors.T923i
-                                  + 2.7487 + (5.0/3.0) * -1.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -71.0046 * tfactors.T943i + (1.0/3.0) * 4.0656 * tfactors.T923i
+                                  + -5.26509 + (5.0/3.0) * 0.683546 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3434,13 +3406,28 @@ void rate_p_Na23_to_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  9.0594 + -3.28029 * tfactors.T9i + -0.360588 * tfactors.T913
-                         + 1.4187 * tfactors.T9 + -0.184061 * tfactors.T953 + -1.5 * tfactors.lnT9;
+}
+
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_p_K39_to_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+
+    // K39 + p --> Ca40
+
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // lo18r
+    ln_set_rate =  2761.38 + -5.22234 * tfactors.T9i + 802.18 * tfactors.T913i + -4010.27 * tfactors.T913
+                         + 1136.19 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  3.28029 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -0.360588 * tfactors.T923i
-                                  + 1.4187 + (5.0/3.0) * -0.184061 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  5.22234 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 802.18 * tfactors.T943i + (1.0/3.0) * -4010.27 * tfactors.T923i
+                                  + 1136.19 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3451,13 +3438,30 @@ void rate_p_Na23_to_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -5.02585 + -1.61219 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // lo18r
+    ln_set_rate =  588.099 + -12.5647 * tfactors.T9i + 641.844 * tfactors.T913i + -1248.49 * tfactors.T913
+                         + 564.926 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  1.61219 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  12.5647 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 641.844 * tfactors.T943i + (1.0/3.0) * -1248.49 * tfactors.T923i
+                                  + 564.926 * tfactors.T9i;
+    }
+
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
+    // lo18r
+    ln_set_rate =  102.252 + -1.66508 * tfactors.T9i + 41.1723 * tfactors.T913i + -149.299 * tfactors.T913
+                         + 10.5229 * tfactors.T9 + -0.68208 * tfactors.T953 + 59.2367 * tfactors.lnT9;
+
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  1.66508 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 41.1723 * tfactors.T943i + (1.0/3.0) * -149.299 * tfactors.T923i
+                                  + 10.5229 + (5.0/3.0) * -0.68208 * tfactors.T923 + 59.2367 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3472,9 +3476,9 @@ void rate_p_Na23_to_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Mg24_to_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_K39_to_He4_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Mg24 + He4 --> Si28
+    // K39 + p --> He4 + Ar36
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -3483,13 +3487,13 @@ void rate_He4_Mg24_to_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // st08r
-    ln_set_rate =  -50.5494 + -12.8332 * tfactors.T9i + 21.3721 * tfactors.T913i + 37.7649 * tfactors.T913
-                         + -4.10635 * tfactors.T9 + 0.249618 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // ths8r
+    ln_set_rate =  20.5166 + -30.0732 * tfactors.T913i + 7.03263 * tfactors.T913
+                         + -1.10085 * tfactors.T9 + 0.133768 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  12.8332 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.3721 * tfactors.T943i + (1.0/3.0) * 37.7649 * tfactors.T923i
-                                  + -4.10635 + (5.0/3.0) * 0.249618 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -30.0732 * tfactors.T943i + (1.0/3.0) * 7.03263 * tfactors.T923i
+                                  + -1.10085 + (5.0/3.0) * 0.133768 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3500,13 +3504,28 @@ void rate_He4_Mg24_to_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // st08r
-    ln_set_rate =  8.03977 + -15.629 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+}
+
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_He4_Ca40_to_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+
+    // Ca40 + He4 --> Ti44
+
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // chw0 
+    ln_set_rate =  53.75 + -76.4273 * tfactors.T913i + 3.87451 * tfactors.T913
+                         + -3.61477 * tfactors.T9 + 0.367451 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  15.629 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -76.4273 * tfactors.T943i + (1.0/3.0) * 3.87451 * tfactors.T923i
+                                  + -3.61477 + (5.0/3.0) * 0.367451 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3521,9 +3540,9 @@ void rate_He4_Mg24_to_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Al27_to_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_Sc43_to_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Al27 + p --> Si28
+    // Sc43 + p --> Ti44
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -3532,13 +3551,13 @@ void rate_p_Al27_to_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10r
-    ln_set_rate =  -13.6664 + -1.90396 * tfactors.T9i + 23.8634 * tfactors.T913
-                         + -3.70135 * tfactors.T9 + 0.28964 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // ths8r
+    ln_set_rate =  36.8432 + -32.1734 * tfactors.T913i + -1.77078 * tfactors.T913
+                         + -2.21706 * tfactors.T9 + 0.298499 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  1.90396 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 23.8634 * tfactors.T923i
-                                  + -3.70135 + (5.0/3.0) * 0.28964 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * -1.77078 * tfactors.T923i
+                                  + -2.21706 + (5.0/3.0) * 0.298499 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3549,13 +3568,28 @@ void rate_p_Al27_to_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  86.0234 + -0.387313 * tfactors.T9i + -26.8327 * tfactors.T913i + -116.137 * tfactors.T913
-                         + 0.00950567 * tfactors.T9 + 0.00999755 * tfactors.T953 + -1.5 * tfactors.lnT9;
+}
+
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_p_Sc43_to_He4_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+
+    // Sc43 + p --> He4 + Ca40
+
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // ths8r
+    ln_set_rate =  34.8559 + -32.1734 * tfactors.T913i + 0.0296879 * tfactors.T913
+                         + -0.95232 * tfactors.T9 + 0.129022 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  0.387313 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -26.8327 * tfactors.T943i + (1.0/3.0) * -116.137 * tfactors.T923i
-                                  + 0.00950567 + (5.0/3.0) * 0.00999755 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * 0.0296879 * tfactors.T923i
+                                  + -0.95232 + (5.0/3.0) * 0.129022 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3566,13 +3600,28 @@ void rate_p_Al27_to_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  21.1065 + -23.2205 * tfactors.T913i
-                         + -2.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+}
+
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_He4_Ti44_to_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+
+    // Ti44 + He4 --> Cr48
+
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // ths8r
+    ln_set_rate =  64.7958 + -81.667 * tfactors.T913i + -10.6333 * tfactors.T913
+                         + -0.672613 * tfactors.T9 + 0.161209 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -23.2205 * tfactors.T943i
-                                  + (5.0/3.0) * -2.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -81.667 * tfactors.T943i + (1.0/3.0) * -10.6333 * tfactors.T923i
+                                  + -0.672613 + (5.0/3.0) * 0.161209 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3587,9 +3636,124 @@ void rate_p_Al27_to_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Si28_to_S32(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_Ti44_to_p_V47_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Si28 + He4 --> S32
+    // Ti44 + He4 --> p + V47
+
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // chw0r
+    ln_set_rate =  -76.5154 + -10.7931 * tfactors.T9i + 70.2835 * tfactors.T913
+                         + -7.99061 * tfactors.T9 + 0.486213 * tfactors.T953 + -1.5 * tfactors.lnT9;
+
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  10.7931 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 70.2835 * tfactors.T923i
+                                  + -7.99061 + (5.0/3.0) * 0.486213 * tfactors.T923 + -1.5 * tfactors.T9i;
+    }
+
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
+}
+
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_p_V47_to_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+
+    // V47 + p --> Cr48
+
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // nfisn
+    ln_set_rate =  42.6798 + -6.0593 * tfactors.T9i + -34.0548 * tfactors.T913i + -3.41973 * tfactors.T913
+                         + 1.16501 * tfactors.T9 + -0.105543 * tfactors.T953 + -7.70886 * tfactors.lnT9;
+
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  6.0593 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -34.0548 * tfactors.T943i + (1.0/3.0) * -3.41973 * tfactors.T923i
+                                  + 1.16501 + (5.0/3.0) * -0.105543 * tfactors.T923 + -7.70886 * tfactors.T9i;
+    }
+
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
+    // nfisn
+    ln_set_rate =  511.463 + -5.29491 * tfactors.T9i + 317.171 * tfactors.T913i + -911.679 * tfactors.T913
+                         + 94.4245 * tfactors.T9 + -10.1973 * tfactors.T953 + 330.727 * tfactors.lnT9;
+
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  5.29491 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 317.171 * tfactors.T943i + (1.0/3.0) * -911.679 * tfactors.T923i
+                                  + 94.4245 + (5.0/3.0) * -10.1973 * tfactors.T923 + 330.727 * tfactors.T9i;
+    }
+
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
+    // nfisn
+    ln_set_rate =  23.8315 + 0.246665 * tfactors.T9i + -45.9868 * tfactors.T913i + 13.6822 * tfactors.T913
+                         + -0.376902 * tfactors.T9 + -0.0194875 * tfactors.T953 + -8.42325 * tfactors.lnT9;
+
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  -0.246665 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -45.9868 * tfactors.T943i + (1.0/3.0) * 13.6822 * tfactors.T923i
+                                  + -0.376902 + (5.0/3.0) * -0.0194875 * tfactors.T923 + -8.42325 * tfactors.T9i;
+    }
+
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
+    // nfisn
+    ln_set_rate =  40.5626 + -0.514414 * tfactors.T9i + -110.655 * tfactors.T913i + 83.0232 * tfactors.T913
+                         + -19.7762 * tfactors.T9 + 3.03961 * tfactors.T953 + -49.4742 * tfactors.lnT9;
+
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  0.514414 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -110.655 * tfactors.T943i + (1.0/3.0) * 83.0232 * tfactors.T923i
+                                  + -19.7762 + (5.0/3.0) * 3.03961 * tfactors.T923 + -49.4742 * tfactors.T9i;
+    }
+
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
+}
+
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_He4_Cr48_to_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+
+    // Cr48 + He4 --> Fe52
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -3599,12 +3763,12 @@ void rate_He4_Si28_to_S32(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  47.9212 + -59.4896 * tfactors.T913i + 4.47205 * tfactors.T913
-                         + -4.78989 * tfactors.T9 + 0.557201 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    ln_set_rate =  65.1754 + -86.7459 * tfactors.T913i + -9.79373 * tfactors.T913
+                         + -0.772169 * tfactors.T9 + 0.155883 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -59.4896 * tfactors.T943i + (1.0/3.0) * 4.47205 * tfactors.T923i
-                                  + -4.78989 + (5.0/3.0) * 0.557201 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * -9.79373 * tfactors.T923i
+                                  + -0.772169 + (5.0/3.0) * 0.155883 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3619,9 +3783,9 @@ void rate_He4_Si28_to_S32(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_P31_to_S32(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_Cr48_to_p_Mn51_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // P31 + p --> S32
+    // Cr48 + He4 --> p + Mn51
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -3630,13 +3794,13 @@ void rate_p_P31_to_S32(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10r
-    ln_set_rate =  0.821556 + -3.77704 * tfactors.T9i + 8.09341 * tfactors.T913
-                         + -0.615971 * tfactors.T9 + 0.031159 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // ths8r
+    ln_set_rate =  59.2276 + -86.7459 * tfactors.T913i + 1.05653 * tfactors.T913
+                         + -1.15757 * tfactors.T9 + 0.0877546 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  3.77704 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 8.09341 * tfactors.T923i
-                                  + -0.615971 + (5.0/3.0) * 0.031159 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * 1.05653 * tfactors.T923i
+                                  + -1.15757 + (5.0/3.0) * 0.0877546 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3647,13 +3811,156 @@ void rate_p_P31_to_S32(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -2.66839 + -2.25958 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+}
+
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_p_Mn51_to_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+
+    // Mn51 + p --> Fe52
+
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // ths8r
+    ln_set_rate =  36.2596 + -36.1825 * tfactors.T913i + 0.873042 * tfactors.T913
+                         + -2.89731 * tfactors.T9 + 0.364394 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -36.1825 * tfactors.T943i + (1.0/3.0) * 0.873042 * tfactors.T923i
+                                  + -2.89731 + (5.0/3.0) * 0.364394 * tfactors.T923 + -0.666667 * tfactors.T9i;
+    }
+
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
+}
+
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_He4_Fe52_to_Ni56_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+
+    // Fe52 + He4 --> Ni56
+
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // ths8r
+    ln_set_rate =  66.6417 + -91.6819 * tfactors.T913i + -9.51885 * tfactors.T913
+                         + -0.533014 * tfactors.T9 + 0.0892607 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -9.51885 * tfactors.T923i
+                                  + -0.533014 + (5.0/3.0) * 0.0892607 * tfactors.T923 + -0.666667 * tfactors.T9i;
+    }
+
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
+}
+
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_He4_Fe52_to_p_Co55_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+
+    // Fe52 + He4 --> p + Co55
+
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // ths8r
+    ln_set_rate =  62.2207 + -91.6819 * tfactors.T913i + -0.329235 * tfactors.T913
+                         + -0.780924 * tfactors.T9 + 0.0425179 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -0.329235 * tfactors.T923i
+                                  + -0.780924 + (5.0/3.0) * 0.0425179 * tfactors.T923 + -0.666667 * tfactors.T9i;
+    }
+
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
+}
+
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_p_Co55_to_Ni56_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+
+    // Co55 + p --> Ni56
+
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // ths8r
+    ln_set_rate =  37.3736 + -38.1053 * tfactors.T913i + -0.210947 * tfactors.T913
+                         + -2.68377 * tfactors.T9 + 0.355814 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -38.1053 * tfactors.T943i + (1.0/3.0) * -0.210947 * tfactors.T923i
+                                  + -2.68377 + (5.0/3.0) * 0.355814 * tfactors.T923 + -0.666667 * tfactors.T9i;
+    }
+
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
+}
+
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_N13_to_p_C12_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+
+    // N13 --> p + C12
+
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // ls09c
+    ln_set_rate =  40.04074558314484 + -22.547578710551672 * tfactors.T9i + -13.692 * tfactors.T913i + -0.230881 * tfactors.T913
+                         + 4.44362 * tfactors.T9 + -3.15898 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  2.25958 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  22.547578710551672 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -13.692 * tfactors.T943i + (1.0/3.0) * -0.230881 * tfactors.T923i
+                                  + 4.44362 + (5.0/3.0) * -3.15898 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3664,13 +3971,13 @@ void rate_p_P31_to_S32(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  19.2596 + -25.3278 * tfactors.T913i + 6.4931 * tfactors.T913
-                         + -9.27513 * tfactors.T9 + -0.610439 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // ls09c
+    ln_set_rate =  40.43534558314484 + -26.326068710551674 * tfactors.T9i + -5.10735 * tfactors.T913i + -2.24111 * tfactors.T913
+                         + 0.148883 * tfactors.T9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -25.3278 * tfactors.T943i + (1.0/3.0) * 6.4931 * tfactors.T923i
-                                  + -9.27513 + (5.0/3.0) * -0.610439 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  26.326068710551674 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -5.10735 * tfactors.T943i + (1.0/3.0) * -2.24111 * tfactors.T923i
+                                  + 0.148883;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3681,13 +3988,40 @@ void rate_p_P31_to_S32(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real C12_pf, dC12_pf_dT;
+    // setting C12 partition function to 1.0 by default, independent of T
+    C12_pf = 1.0_rt;
+    dC12_pf_dT = 0.0_rt;
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real N13_pf, dN13_pf_dT;
+    // setting N13 partition function to 1.0 by default, independent of T
+    N13_pf = 1.0_rt;
+    dN13_pf_dT = 0.0_rt;
+
+    amrex::Real z_r = p_pf * C12_pf;
+    amrex::Real z_p = N13_pf;
+
+    amrex::Real dz_r_dT = C12_pf * dp_pf_dT + p_pf * dC12_pf_dT;
+    amrex::Real dz_p_dT = dN13_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_C12_to_p_N15(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_N14_to_p_C13_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // C12 + He4 --> p + N15
+    // N14 --> p + C13
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -3696,13 +4030,11 @@ void rate_He4_C12_to_p_N15(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // nacrn
-    ln_set_rate =  27.118 + -57.6279 * tfactors.T9i + -15.253 * tfactors.T913i + 1.59318 * tfactors.T913
-                         + 2.4479 * tfactors.T9 + -2.19708 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // nacrc
+    ln_set_rate =  38.37162975887633 + -101.18001633730091 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  57.6279 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -15.253 * tfactors.T943i + (1.0/3.0) * 1.59318 * tfactors.T923i
-                                  + 2.4479 + (5.0/3.0) * -2.19708 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  101.18001633730091 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3713,13 +4045,13 @@ void rate_He4_C12_to_p_N15(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // nacrr
-    ln_set_rate =  -6.93365 + -58.7917 * tfactors.T9i + 22.7105 * tfactors.T913
-                         + -2.90707 * tfactors.T9 + 0.205754 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // nacrc
+    ln_set_rate =  41.70462975887634 + -87.62571633730091 * tfactors.T9i + -13.72 * tfactors.T913i + -0.450018 * tfactors.T913
+                         + 3.70823 * tfactors.T9 + -1.70545 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  58.7917 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 22.7105 * tfactors.T923i
-                                  + -2.90707 + (5.0/3.0) * 0.205754 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  87.62571633730091 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -13.72 * tfactors.T943i + (1.0/3.0) * -0.450018 * tfactors.T923i
+                                  + 3.70823 + (5.0/3.0) * -1.70545 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3730,13 +4062,13 @@ void rate_He4_C12_to_p_N15(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // nacrr
-    ln_set_rate =  20.5388 + -65.034 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // nacrc
+    ln_set_rate =  37.15282975887634 + -93.40718633730091 * tfactors.T9i + -0.196703 * tfactors.T913
+                         + 0.142126 * tfactors.T9 + -0.0238912 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  65.034 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  93.40718633730091 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -0.196703 * tfactors.T923i
+                                  + 0.142126 + (5.0/3.0) * -0.0238912 * tfactors.T923;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3747,30 +4079,40 @@ void rate_He4_C12_to_p_N15(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // nacrr
-    ln_set_rate =  -5.2319 + -59.6491 * tfactors.T9i + 30.8497 * tfactors.T913
-                         + -8.50433 * tfactors.T9 + -1.54426 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  59.6491 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 30.8497 * tfactors.T923i
-                                  + -8.50433 + (5.0/3.0) * -1.54426 * tfactors.T923 + -1.5 * tfactors.T9i;
-    }
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
 
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
+    amrex::Real C13_pf, dC13_pf_dT;
+    // setting C13 partition function to 1.0 by default, independent of T
+    C13_pf = 1.0_rt;
+    dC13_pf_dT = 0.0_rt;
+
+    amrex::Real N14_pf, dN14_pf_dT;
+    // setting N14 partition function to 1.0 by default, independent of T
+    N14_pf = 1.0_rt;
+    dN14_pf_dT = 0.0_rt;
+
+    amrex::Real z_r = p_pf * C13_pf;
+    amrex::Real z_p = N14_pf;
+
+    amrex::Real dz_r_dT = C13_pf * dp_pf_dT + p_pf * dC13_pf_dT;
+    amrex::Real dz_p_dT = dN14_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
 
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_C12_C12_to_p_Na23(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_O14_to_p_N13_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // C12 + C12 --> p + Na23
+    // O14 --> p + N13
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -3779,13 +4121,11 @@ void rate_C12_C12_to_p_Na23(const tf_t& tfactors, amrex::Real& rate, amrex::Real
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // cf88r
-    ln_set_rate =  60.9649 + -84.165 * tfactors.T913i + -1.4191 * tfactors.T913
-                         + -0.114619 * tfactors.T9 + -0.070307 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // lg06c
+    ln_set_rate =  35.284842047544444 + -59.831381731894915 * tfactors.T9i + 1.57122 * tfactors.T913i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -84.165 * tfactors.T943i + (1.0/3.0) * -1.4191 * tfactors.T923i
-                                  + -0.114619 + (5.0/3.0) * -0.070307 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  59.831381731894915 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 1.57122 * tfactors.T943i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3796,28 +4136,13 @@ void rate_C12_C12_to_p_Na23(const tf_t& tfactors, amrex::Real& rate, amrex::Real
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
-
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_C12_C12_to_He4_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    // C12 + C12 --> He4 + Ne20
-
-    rate = 0.0;
-    drate_dT = 0.0;
-
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
-
-    // cf88r
-    ln_set_rate =  61.2863 + -84.165 * tfactors.T913i + -1.56627 * tfactors.T913
-                         + -0.0736084 * tfactors.T9 + -0.072797 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // lg06c
+    ln_set_rate =  42.42334204754444 + -53.70536173189492 * tfactors.T9i + -15.1676 * tfactors.T913i + 0.0955166 * tfactors.T913
+                         + 3.0659 * tfactors.T9 + -0.507339 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -84.165 * tfactors.T943i + (1.0/3.0) * -1.56627 * tfactors.T923i
-                                  + -0.0736084 + (5.0/3.0) * -0.072797 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  53.70536173189492 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -15.1676 * tfactors.T943i + (1.0/3.0) * 0.0955166 * tfactors.T923i
+                                  + 3.0659 + (5.0/3.0) * -0.507339 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3828,45 +4153,39 @@ void rate_C12_C12_to_He4_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Re
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
 
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_N13_to_p_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+    amrex::Real O14_pf, dO14_pf_dT;
+    // interpolating O14 partition function
+    get_partition_function_cached(O14, tfactors, pf_cache, O14_pf, dO14_pf_dT);
 
-    // N13 + He4 --> p + O16
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
 
-    rate = 0.0;
-    drate_dT = 0.0;
+    amrex::Real N13_pf, dN13_pf_dT;
+    // setting N13 partition function to 1.0 by default, independent of T
+    N13_pf = 1.0_rt;
+    dN13_pf_dT = 0.0_rt;
 
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
+    amrex::Real z_r = p_pf * N13_pf;
+    amrex::Real z_p = O14_pf;
 
-    // cf88n
-    ln_set_rate =  40.4644 + -35.829 * tfactors.T913i + -0.530275 * tfactors.T913
-                         + -0.982462 * tfactors.T9 + 0.0808059 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    amrex::Real dz_r_dT = N13_pf * dp_pf_dT + p_pf * dN13_pf_dT;
+    amrex::Real dz_p_dT = dO14_pf_dT;
 
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -35.829 * tfactors.T943i + (1.0/3.0) * -0.530275 * tfactors.T923i
-                                  + -0.982462 + (5.0/3.0) * 0.0808059 * tfactors.T923 + -0.666667 * tfactors.T9i;
-    }
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
 
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
 
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_N14_to_p_O17(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_O15_to_p_N14_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // N14 + He4 --> p + O17
+    // O15 --> p + N14
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -3875,13 +4194,13 @@ void rate_He4_N14_to_p_O17(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10r
-    ln_set_rate =  -7.60954 + -14.5839 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // im05c
+    ln_set_rate =  41.01773262609282 + -84.67584783075318 * tfactors.T9i + -15.193 * tfactors.T913i + -0.161954 * tfactors.T913
+                         + -7.52123 * tfactors.T9 + -0.987565 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  14.5839 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  84.67584783075318 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -15.193 * tfactors.T943i + (1.0/3.0) * -0.161954 * tfactors.T923i
+                                  + -7.52123 + (5.0/3.0) * -0.987565 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3892,13 +4211,13 @@ void rate_He4_N14_to_p_O17(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  19.1771 + -13.8305 * tfactors.T9i + -16.9078 * tfactors.T913i
-                         + -2.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // im05c
+    ln_set_rate =  30.743512626092816 + -89.56684783075319 * tfactors.T9i
+                         + 1.5682 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  13.8305 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -16.9078 * tfactors.T943i
-                                  + (5.0/3.0) * -2.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  89.56684783075319 * tfactors.T9i * tfactors.T9i
+                                  + 1.5682 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3909,13 +4228,11 @@ void rate_He4_N14_to_p_O17(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  9.77209 + -18.7891 * tfactors.T9i + 5.10182 * tfactors.T913
-                         + 0.379373 * tfactors.T9 + -0.0672515 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // im05c
+    ln_set_rate =  31.66217262609282 + -87.67384783075319 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  18.7891 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 5.10182 * tfactors.T923i
-                                  + 0.379373 + (5.0/3.0) * -0.0672515 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  87.67384783075319 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3926,13 +4243,13 @@ void rate_He4_N14_to_p_O17(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  5.13169 + -15.9452 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // im05c
+    ln_set_rate =  44.12463262609282 + -84.67584783075318 * tfactors.T9i + -15.193 * tfactors.T913i + -4.63975 * tfactors.T913
+                         + 9.73458 * tfactors.T9 + -9.55051 * tfactors.T953 + 1.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  15.9452 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  84.67584783075318 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -15.193 * tfactors.T943i + (1.0/3.0) * -4.63975 * tfactors.T923i
+                                  + 9.73458 + (5.0/3.0) * -9.55051 * tfactors.T923 + 1.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3943,13 +4260,39 @@ void rate_He4_N14_to_p_O17(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real O15_pf, dO15_pf_dT;
+    // interpolating O15 partition function
+    get_partition_function_cached(O15, tfactors, pf_cache, O15_pf, dO15_pf_dT);
+
+    amrex::Real N14_pf, dN14_pf_dT;
+    // setting N14 partition function to 1.0 by default, independent of T
+    N14_pf = 1.0_rt;
+    dN14_pf_dT = 0.0_rt;
+
+    amrex::Real z_r = p_pf * N14_pf;
+    amrex::Real z_p = O15_pf;
+
+    amrex::Real dz_r_dT = N14_pf * dp_pf_dT + p_pf * dN14_pf_dT;
+    amrex::Real dz_p_dT = dO15_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_N15_to_He4_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_O16_to_p_N15_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // N15 + p --> He4 + C12
+    // O16 --> p + N15
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -3958,13 +4301,13 @@ void rate_p_N15_to_He4_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // nacrn
-    ln_set_rate =  27.4764 + -15.253 * tfactors.T913i + 1.59318 * tfactors.T913
-                         + 2.4479 * tfactors.T9 + -2.19708 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // li10c
+    ln_set_rate =  44.31969622406868 + -140.7326330696574 * tfactors.T9i + -15.24 * tfactors.T913i + 0.334926 * tfactors.T913
+                         + 4.59088 * tfactors.T9 + -4.78468 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -15.253 * tfactors.T943i + (1.0/3.0) * 1.59318 * tfactors.T923i
-                                  + 2.4479 + (5.0/3.0) * -2.19708 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  140.7326330696574 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -15.24 * tfactors.T943i + (1.0/3.0) * 0.334926 * tfactors.T923i
+                                  + 4.59088 + (5.0/3.0) * -4.78468 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3975,13 +4318,13 @@ void rate_p_N15_to_He4_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // nacrr
-    ln_set_rate =  -6.57522 + -1.1638 * tfactors.T9i + 22.7105 * tfactors.T913
-                         + -2.90707 * tfactors.T9 + 0.205754 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // li10c
+    ln_set_rate =  38.84649622406867 + -150.9621330696574 * tfactors.T9i
+                         + 0.0459037 * tfactors.T9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  1.1638 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 22.7105 * tfactors.T923i
-                                  + -2.90707 + (5.0/3.0) * 0.205754 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  150.9621330696574 * tfactors.T9i * tfactors.T9i
+                                  + 0.0459037;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3992,13 +4335,11 @@ void rate_p_N15_to_He4_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // nacrr
-    ln_set_rate =  20.8972 + -7.406 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // li10c
+    ln_set_rate =  30.892656224068677 + -143.6557830696574 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  7.406 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  143.6557830696574 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4009,30 +4350,39 @@ void rate_p_N15_to_He4_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // nacrr
-    ln_set_rate =  -4.87347 + -2.02117 * tfactors.T9i + 30.8497 * tfactors.T913
-                         + -8.50433 * tfactors.T9 + -1.54426 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  2.02117 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 30.8497 * tfactors.T923i
-                                  + -8.50433 + (5.0/3.0) * -1.54426 * tfactors.T923 + -1.5 * tfactors.T9i;
-    }
+    amrex::Real N15_pf, dN15_pf_dT;
+    // setting N15 partition function to 1.0 by default, independent of T
+    N15_pf = 1.0_rt;
+    dN15_pf_dT = 0.0_rt;
 
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real O16_pf, dO16_pf_dT;
+    // interpolating O16 partition function
+    get_partition_function_cached(O16, tfactors, pf_cache, O16_pf, dO16_pf_dT);
+
+    amrex::Real z_r = p_pf * N15_pf;
+    amrex::Real z_p = O16_pf;
+
+    amrex::Real dz_r_dT = N15_pf * dp_pf_dT + p_pf * dN15_pf_dT;
+    amrex::Real dz_p_dT = dO16_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
 
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_N15_to_p_O18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_O16_to_He4_C12_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // N15 + He4 --> p + O18
+    // O16 --> He4 + C12
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -4041,13 +4391,13 @@ void rate_He4_N15_to_p_O18(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10r
-    ln_set_rate =  -29.7104 + -46.4444 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // nac2 
+    ln_set_rate =  279.2945280776573 + -84.95160042649215 * tfactors.T9i + 103.411 * tfactors.T913i + -420.567 * tfactors.T913
+                         + 64.0874 * tfactors.T9 + -12.4624 * tfactors.T953 + 138.803 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  46.4444 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  84.95160042649215 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 103.411 * tfactors.T943i + (1.0/3.0) * -420.567 * tfactors.T923i
+                                  + 64.0874 + (5.0/3.0) * -12.4624 * tfactors.T923 + 138.803 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4058,13 +4408,13 @@ void rate_He4_N15_to_p_O18(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  25.1611 + -46.1986 * tfactors.T9i + -16.6979 * tfactors.T913i
-                         + -3.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // nac2 
+    ln_set_rate =  94.31312807765731 + -84.50317042649215 * tfactors.T9i + 58.9128 * tfactors.T913i + -148.273 * tfactors.T913
+                         + 9.08324 * tfactors.T9 + -0.541041 * tfactors.T953 + 71.8554 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  46.1986 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -16.6979 * tfactors.T943i
-                                  + (5.0/3.0) * -3.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  84.50317042649215 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 58.9128 * tfactors.T943i + (1.0/3.0) * -148.273 * tfactors.T923i
+                                  + 9.08324 + (5.0/3.0) * -0.541041 * tfactors.T923 + 71.8554 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4075,30 +4425,54 @@ void rate_He4_N15_to_p_O18(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  7.13756 + -51.5219 * tfactors.T9i + 11.6568 * tfactors.T913
-                         + -2.16303 * tfactors.T9 + 0.209965 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  51.5219 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 11.6568 * tfactors.T923i
-                                  + -2.16303 + (5.0/3.0) * 0.209965 * tfactors.T923 + -1.5 * tfactors.T9i;
-    }
+    amrex::Real C12_pf, dC12_pf_dT;
+    // setting C12 partition function to 1.0 by default, independent of T
+    C12_pf = 1.0_rt;
+    dC12_pf_dT = 0.0_rt;
 
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
 
-    // il10r
-    ln_set_rate =  8.46654 + -47.8616 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    amrex::Real O16_pf, dO16_pf_dT;
+    // interpolating O16 partition function
+    get_partition_function_cached(O16, tfactors, pf_cache, O16_pf, dO16_pf_dT);
+
+    amrex::Real z_r = He4_pf * C12_pf;
+    amrex::Real z_p = O16_pf;
+
+    amrex::Real dz_r_dT = C12_pf * dHe4_pf_dT + He4_pf * dC12_pf_dT;
+    amrex::Real dz_p_dT = dO16_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
+}
+
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_F17_to_p_O16_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+
+    // F17 --> p + O16
+
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // ia08n
+    ln_set_rate =  40.91346042326238 + -6.965844092940222 * tfactors.T9i + -16.696 * tfactors.T913i + -1.16252 * tfactors.T913
+                         + 0.267703 * tfactors.T9 + -0.0338411 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  47.8616 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  6.965844092940222 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -16.696 * tfactors.T943i + (1.0/3.0) * -1.16252 * tfactors.T923i
+                                  + 0.267703 + (5.0/3.0) * -0.0338411 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4109,13 +4483,38 @@ void rate_He4_N15_to_p_O18(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real F17_pf, dF17_pf_dT;
+    // interpolating F17 partition function
+    get_partition_function_cached(F17, tfactors, pf_cache, F17_pf, dF17_pf_dT);
+
+    amrex::Real O16_pf, dO16_pf_dT;
+    // interpolating O16 partition function
+    get_partition_function_cached(O16, tfactors, pf_cache, O16_pf, dO16_pf_dT);
+
+    amrex::Real z_r = p_pf * O16_pf;
+    amrex::Real z_p = F17_pf;
+
+    amrex::Real dz_r_dT = O16_pf * dp_pf_dT + p_pf * dO16_pf_dT;
+    amrex::Real dz_p_dT = dF17_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_O14_to_p_F17(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_F18_to_p_O17_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // O14 + He4 --> p + F17
+    // F18 --> p + O17
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -4124,13 +4523,13 @@ void rate_He4_O14_to_p_F17(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // Ha96n
-    ln_set_rate =  40.8358 + -39.388 * tfactors.T913i + -17.4673 * tfactors.T913
-                         + 35.3029 * tfactors.T9 + -24.8162 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  40.2060663850151 + -65.06073084956662 * tfactors.T9i + -16.4035 * tfactors.T913i + 4.31885 * tfactors.T913
+                         + -0.709921 * tfactors.T9 + -2.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -39.388 * tfactors.T943i + (1.0/3.0) * -17.4673 * tfactors.T923i
-                                  + 35.3029 + (5.0/3.0) * -24.8162 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  65.06073084956662 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -16.4035 * tfactors.T943i + (1.0/3.0) * 4.31885 * tfactors.T923i
+                                  + -0.709921 + (5.0/3.0) * -2.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4141,13 +4540,13 @@ void rate_He4_O14_to_p_F17(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // Ha96r
-    ln_set_rate =  16.3087 + -22.51 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  33.703646385015105 + -71.28901084956662 * tfactors.T9i + 2.31435 * tfactors.T913
+                         + -0.302835 * tfactors.T9 + 0.020133 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  22.51 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  71.28901084956662 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 2.31435 * tfactors.T923i
+                                  + -0.302835 + (5.0/3.0) * 0.020133 * tfactors.T923;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4158,13 +4557,11 @@ void rate_He4_O14_to_p_F17(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // Ha96r
-    ln_set_rate =  11.1184 + -13.6 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
-
+    // il10c
+    ln_set_rate =  11.236166385015101 + -65.80702684956663 * tfactors.T9i;
+
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  13.6 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  65.80702684956663 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4175,13 +4572,53 @@ void rate_He4_O14_to_p_F17(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // Ha96r
-    ln_set_rate =  -106.091 + -0.453036 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real F18_pf, dF18_pf_dT;
+    // interpolating F18 partition function
+    get_partition_function_cached(F18, tfactors, pf_cache, F18_pf, dF18_pf_dT);
+
+    amrex::Real O17_pf, dO17_pf_dT;
+    // interpolating O17 partition function
+    get_partition_function_cached(O17, tfactors, pf_cache, O17_pf, dO17_pf_dT);
+
+    amrex::Real z_r = p_pf * O17_pf;
+    amrex::Real z_p = F18_pf;
+
+    amrex::Real dz_r_dT = O17_pf * dp_pf_dT + p_pf * dO17_pf_dT;
+    amrex::Real dz_p_dT = dF18_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
+}
+
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_F18_to_He4_N14_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+
+    // F18 --> He4 + N14
+
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // il10c
+    ln_set_rate =  46.248979543913606 + -51.22930570025806 * tfactors.T9i + -36.2504 * tfactors.T913i
+                         + -5.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  0.453036 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  51.22930570025806 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -36.2504 * tfactors.T943i
+                                  + (5.0/3.0) * -5.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4192,13 +4629,11 @@ void rate_He4_O14_to_p_F17(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // Ha96r
-    ln_set_rate =  12.1289 + -12.0223 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  38.61457954391361 + -62.19490570025806 * tfactors.T9i + -5.6227 * tfactors.T913i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  12.0223 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  62.19490570025806 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -5.6227 * tfactors.T943i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4209,13 +4644,11 @@ void rate_He4_O14_to_p_F17(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // Ha96r
-    ln_set_rate =  18.6518 + -26.0 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  24.91191754391361 + -56.38964570025806 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  26.0 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  56.38964570025806 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4226,13 +4659,39 @@ void rate_He4_O14_to_p_F17(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real F18_pf, dF18_pf_dT;
+    // interpolating F18 partition function
+    get_partition_function_cached(F18, tfactors, pf_cache, F18_pf, dF18_pf_dT);
+
+    amrex::Real N14_pf, dN14_pf_dT;
+    // setting N14 partition function to 1.0 by default, independent of T
+    N14_pf = 1.0_rt;
+    dN14_pf_dT = 0.0_rt;
+
+    amrex::Real z_r = He4_pf * N14_pf;
+    amrex::Real z_p = F18_pf;
+
+    amrex::Real dz_r_dT = N14_pf * dHe4_pf_dT + He4_pf * dN14_pf_dT;
+    amrex::Real dz_p_dT = dF18_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_O15_to_p_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_F19_to_p_O18_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // O15 + He4 --> p + F18
+    // F19 --> p + O18
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -4241,13 +4700,11 @@ void rate_He4_O15_to_p_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10r
-    ln_set_rate =  1.04969 + -36.4627 * tfactors.T9i + 13.3223 * tfactors.T913
-                         + -1.36696 * tfactors.T9 + 0.0757363 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  -12.076391187250273 + -93.0205444797316 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  36.4627 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 13.3223 * tfactors.T923i
-                                  + -1.36696 + (5.0/3.0) * 0.0757363 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  93.0205444797316 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4258,13 +4715,13 @@ void rate_He4_O15_to_p_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -32.4461 + -33.8223 * tfactors.T9i + 61.738 * tfactors.T913
-                         + -108.29 * tfactors.T9 + -34.2365 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  42.84850881274973 + -92.7758014797316 * tfactors.T9i + -16.7246 * tfactors.T913i
+                         + -3.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  33.8223 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 61.738 * tfactors.T923i
-                                  + -108.29 + (5.0/3.0) * -34.2365 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  92.7758014797316 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -16.7246 * tfactors.T943i
+                                  + (5.0/3.0) * -3.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4275,13 +4732,13 @@ void rate_He4_O15_to_p_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  61.2985 + -33.4459 * tfactors.T9i + -21.4023 * tfactors.T913i + -80.8891 * tfactors.T913
-                         + 134.6 * tfactors.T9 + -126.504 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  30.200268812749727 + -99.5011014797316 * tfactors.T9i + 3.99059 * tfactors.T913
+                         + -0.593127 * tfactors.T9 + 0.0877534 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  33.4459 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -21.4023 * tfactors.T943i + (1.0/3.0) * -80.8891 * tfactors.T923i
-                                  + 134.6 + (5.0/3.0) * -126.504 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  99.5011014797316 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 3.99059 * tfactors.T923i
+                                  + -0.593127 + (5.0/3.0) * 0.0877534 * tfactors.T923;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4292,28 +4749,11 @@ void rate_He4_O15_to_p_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
-
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_O16_to_He4_N13(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    // O16 + p --> He4 + N13
-
-    rate = 0.0;
-    drate_dT = 0.0;
-
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
-
-    // cf88n
-    ln_set_rate =  42.2324 + -60.5523 * tfactors.T9i + -35.829 * tfactors.T913i + -0.530275 * tfactors.T913
-                         + -0.982462 * tfactors.T9 + 0.0808059 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  28.007988812749726 + -94.43261147973159 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  60.5523 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -35.829 * tfactors.T943i + (1.0/3.0) * -0.530275 * tfactors.T923i
-                                  + -0.982462 + (5.0/3.0) * 0.0808059 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  94.43261147973159 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4324,13 +4764,38 @@ void rate_p_O16_to_He4_N13(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real O18_pf, dO18_pf_dT;
+    // interpolating O18 partition function
+    get_partition_function_cached(O18, tfactors, pf_cache, O18_pf, dO18_pf_dT);
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real F19_pf, dF19_pf_dT;
+    // interpolating F19 partition function
+    get_partition_function_cached(F19, tfactors, pf_cache, F19_pf, dF19_pf_dT);
+
+    amrex::Real z_r = p_pf * O18_pf;
+    amrex::Real z_p = F19_pf;
+
+    amrex::Real dz_r_dT = O18_pf * dp_pf_dT + p_pf * dO18_pf_dT;
+    amrex::Real dz_p_dT = dF19_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_O16_to_p_F19(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_F19_to_He4_N15_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // O16 + He4 --> p + F19
+    // F19 --> He4 + N15
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -4339,13 +4804,11 @@ void rate_He4_O16_to_p_F19(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // nacr 
-    ln_set_rate =  -53.1397 + -94.2866 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  15.318548019238627 + -50.755468565975136 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  94.2866 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  50.755468565975136 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4356,13 +4819,13 @@ void rate_He4_O16_to_p_F19(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // nacr 
-    ln_set_rate =  25.8562 + -94.1589 * tfactors.T9i + -18.116 * tfactors.T913i
-                         + 1.86674 * tfactors.T9 + -7.5666 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  50.12906801923863 + -46.57751856597513 * tfactors.T9i + -36.2324 * tfactors.T913i
+                         + -2.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  94.1589 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -18.116 * tfactors.T943i
-                                  + 1.86674 + (5.0/3.0) * -7.5666 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  46.57751856597513 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -36.2324 * tfactors.T943i
+                                  + (5.0/3.0) * -2.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4373,13 +4836,13 @@ void rate_He4_O16_to_p_F19(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // nacrr
-    ln_set_rate =  13.9232 + -97.4449 * tfactors.T9i
-                         + -0.21103 * tfactors.T9 + 2.87702 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  -4.061431980761373 + -50.777378565975134 * tfactors.T9i + 35.4292 * tfactors.T913
+                         + -5.5767 * tfactors.T9 + 0.441293 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  97.4449 * tfactors.T9i * tfactors.T9i
-                                  + -0.21103 + 2.87702 * tfactors.T9i;
+        dln_set_rate_dT9 =  50.777378565975134 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 35.4292 * tfactors.T923i
+                                  + -5.5767 + (5.0/3.0) * 0.441293 * tfactors.T923;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4390,13 +4853,11 @@ void rate_He4_O16_to_p_F19(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // nacr 
-    ln_set_rate =  14.7601 + -97.9108 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  28.271668019238625 + -53.56213856597513 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  97.9108 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  53.56213856597513 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4407,30 +4868,39 @@ void rate_He4_O16_to_p_F19(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // nacr 
-    ln_set_rate =  7.80363 + -96.6272 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
 
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  96.6272 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
-    }
+    amrex::Real N15_pf, dN15_pf_dT;
+    // setting N15 partition function to 1.0 by default, independent of T
+    N15_pf = 1.0_rt;
+    dN15_pf_dT = 0.0_rt;
 
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real F19_pf, dF19_pf_dT;
+    // interpolating F19 partition function
+    get_partition_function_cached(F19, tfactors, pf_cache, F19_pf, dF19_pf_dT);
+
+    amrex::Real z_r = He4_pf * N15_pf;
+    amrex::Real z_p = F19_pf;
+
+    amrex::Real dz_r_dT = N15_pf * dHe4_pf_dT + He4_pf * dN15_pf_dT;
+    amrex::Real dz_p_dT = dF19_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
 
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_C12_O16_to_p_Al27(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Ne18_to_p_F17_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // O16 + C12 --> p + Al27
+    // Ne18 --> p + F17
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -4439,13 +4909,13 @@ void rate_C12_O16_to_p_Al27(const tf_t& tfactors, amrex::Real& rate, amrex::Real
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // cf88r
-    ln_set_rate =  68.5253 + 0.205134 * tfactors.T9i + -119.242 * tfactors.T913i + 13.3667 * tfactors.T913
-                         + 0.295425 * tfactors.T9 + -0.267288 * tfactors.T953 + -9.91729 * tfactors.lnT9;
+    // cb09 
+    ln_set_rate =  17.564698673683218 + -45.56279329585002 * tfactors.T9i + -14.2191 * tfactors.T913i + 34.0647 * tfactors.T913
+                         + -16.5698 * tfactors.T9 + 2.48116 * tfactors.T953 + -0.6337600000000001 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  -0.205134 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -119.242 * tfactors.T943i + (1.0/3.0) * 13.3667 * tfactors.T923i
-                                  + 0.295425 + (5.0/3.0) * -0.267288 * tfactors.T923 + -9.91729 * tfactors.T9i;
+        dln_set_rate_dT9 =  45.56279329585002 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -14.2191 * tfactors.T943i + (1.0/3.0) * 34.0647 * tfactors.T923i
+                                  + -16.5698 + (5.0/3.0) * 2.48116 * tfactors.T923 + -0.6337600000000001 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4456,28 +4926,13 @@ void rate_C12_O16_to_p_Al27(const tf_t& tfactors, amrex::Real& rate, amrex::Real
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
-
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_C12_O16_to_He4_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    // O16 + C12 --> He4 + Mg24
-
-    rate = 0.0;
-    drate_dT = 0.0;
-
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
-
-    // cf88r
-    ln_set_rate =  48.5341 + 0.37204 * tfactors.T9i + -133.413 * tfactors.T913i + 50.1572 * tfactors.T913
-                         + -3.15987 * tfactors.T9 + 0.0178251 * tfactors.T953 + -23.7027 * tfactors.lnT9;
+    // cb09 
+    ln_set_rate =  52.98957867368321 + -50.490132895850024 * tfactors.T9i + -21.3249 * tfactors.T913i + -0.230774 * tfactors.T913
+                         + 0.917931 * tfactors.T9 + -0.0440377 * tfactors.T953 + -5.86014 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  -0.37204 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -133.413 * tfactors.T943i + (1.0/3.0) * 50.1572 * tfactors.T923i
-                                  + -3.15987 + (5.0/3.0) * 0.0178251 * tfactors.T923 + -23.7027 * tfactors.T9i;
+        dln_set_rate_dT9 =  50.490132895850024 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -21.3249 * tfactors.T943i + (1.0/3.0) * -0.230774 * tfactors.T923i
+                                  + 0.917931 + (5.0/3.0) * -0.0440377 * tfactors.T923 + -5.86014 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4488,13 +4943,38 @@ void rate_C12_O16_to_He4_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Re
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real F17_pf, dF17_pf_dT;
+    // interpolating F17 partition function
+    get_partition_function_cached(F17, tfactors, pf_cache, F17_pf, dF17_pf_dT);
+
+    amrex::Real Ne18_pf, dNe18_pf_dT;
+    // interpolating Ne18 partition function
+    get_partition_function_cached(Ne18, tfactors, pf_cache, Ne18_pf, dNe18_pf_dT);
+
+    amrex::Real z_r = p_pf * F17_pf;
+    amrex::Real z_p = Ne18_pf;
+
+    amrex::Real dz_r_dT = F17_pf * dp_pf_dT + p_pf * dF17_pf_dT;
+    amrex::Real dz_p_dT = dNe18_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_O16_O16_to_p_P31(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Ne18_to_He4_O14_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // O16 + O16 --> p + P31
+    // Ne18 --> He4 + O14
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -4503,13 +4983,13 @@ void rate_O16_O16_to_p_P31(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // cf88r
-    ln_set_rate =  85.2628 + 0.223453 * tfactors.T9i + -145.844 * tfactors.T913i + 8.72612 * tfactors.T913
-                         + -0.554035 * tfactors.T9 + -0.137562 * tfactors.T953 + -6.88807 * tfactors.lnT9;
+    // wh87c
+    ln_set_rate =  20.015599543913616 + -71.50450567460692 * tfactors.T9i
+                         + 6.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  -0.223453 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -145.844 * tfactors.T943i + (1.0/3.0) * 8.72612 * tfactors.T923i
-                                  + -0.554035 + (5.0/3.0) * -0.137562 * tfactors.T923 + -6.88807 * tfactors.T9i;
+        dln_set_rate_dT9 =  71.50450567460692 * tfactors.T9i * tfactors.T9i
+                                  + 6.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4520,28 +5000,43 @@ void rate_O16_O16_to_p_P31(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
+    // wh87c
+    ln_set_rate =  28.241439543913618 + -81.95550567460691 * tfactors.T9i;
 
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_O16_O16_to_He4_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  81.95550567460691 * tfactors.T9i * tfactors.T9i;
+    }
 
-    // O16 + O16 --> He4 + Si28
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
 
-    rate = 0.0;
-    drate_dT = 0.0;
+    // wh87c
+    ln_set_rate =  22.560909543913617 + -71.07550567460692 * tfactors.T9i;
 
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  71.07550567460692 * tfactors.T9i * tfactors.T9i;
+    }
 
-    // cf88r
-    ln_set_rate =  97.2435 + -0.268514 * tfactors.T9i + -119.324 * tfactors.T913i + -32.2497 * tfactors.T913
-                         + 1.46214 * tfactors.T9 + -0.200893 * tfactors.T953 + 13.2148 * tfactors.lnT9;
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
+    // wh87c
+    ln_set_rate =  51.15797954391362 + -59.34550567460692 * tfactors.T9i + -39.38 * tfactors.T913i + -0.0772187 * tfactors.T913
+                         + -0.635361 * tfactors.T9 + 0.106236 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  0.268514 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -119.324 * tfactors.T943i + (1.0/3.0) * -32.2497 * tfactors.T923i
-                                  + 1.46214 + (5.0/3.0) * -0.200893 * tfactors.T923 + 13.2148 * tfactors.T9i;
+        dln_set_rate_dT9 =  59.34550567460692 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -39.38 * tfactors.T943i + (1.0/3.0) * -0.0772187 * tfactors.T923i
+                                  + -0.635361 + (5.0/3.0) * 0.106236 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4552,13 +5047,38 @@ void rate_O16_O16_to_He4_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Re
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real O14_pf, dO14_pf_dT;
+    // interpolating O14 partition function
+    get_partition_function_cached(O14, tfactors, pf_cache, O14_pf, dO14_pf_dT);
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real Ne18_pf, dNe18_pf_dT;
+    // interpolating Ne18 partition function
+    get_partition_function_cached(Ne18, tfactors, pf_cache, Ne18_pf, dNe18_pf_dT);
+
+    amrex::Real z_r = He4_pf * O14_pf;
+    amrex::Real z_p = Ne18_pf;
+
+    amrex::Real dz_r_dT = O14_pf * dHe4_pf_dT + He4_pf * dO14_pf_dT;
+    amrex::Real dz_p_dT = dNe18_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_O17_to_He4_N14(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Ne19_to_p_F18_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // O17 + p --> He4 + N14
+    // Ne19 --> p + F18
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -4567,30 +5087,13 @@ void rate_p_O17_to_He4_N14(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10r
-    ln_set_rate =  5.5336 + -2.11477 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
-
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  2.11477 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
-    }
-
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
-
-    // il10r
-    ln_set_rate =  -7.20763 + -0.753395 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  81.43852110141783 + -74.3988865821353 * tfactors.T9i + -21.4023 * tfactors.T913i + -93.766 * tfactors.T913
+                         + 179.258 * tfactors.T9 + -202.561 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  0.753395 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  74.3988865821353 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -21.4023 * tfactors.T943i + (1.0/3.0) * -93.766 * tfactors.T923i
+                                  + 179.258 + (5.0/3.0) * -202.561 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4601,13 +5104,13 @@ void rate_p_O17_to_He4_N14(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  19.579 + -16.9078 * tfactors.T913i
-                         + -2.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  18.172851101417834 + -77.2903565821353 * tfactors.T9i + 13.1683 * tfactors.T913
+                         + -1.92023 * tfactors.T9 + 0.16901 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -16.9078 * tfactors.T943i
-                                  + (5.0/3.0) * -2.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  77.2903565821353 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 13.1683 * tfactors.T923i
+                                  + -1.92023 + (5.0/3.0) * 0.16901 * tfactors.T923;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4618,13 +5121,13 @@ void rate_p_O17_to_He4_N14(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  10.174 + -4.95865 * tfactors.T9i + 5.10182 * tfactors.T913
-                         + 0.379373 * tfactors.T9 + -0.0672515 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  -5.418878898582168 + -74.7978365821353 * tfactors.T9i + 22.4903 * tfactors.T913
+                         + 0.307872 * tfactors.T9 + -0.296226 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  4.95865 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 5.10182 * tfactors.T923i
-                                  + 0.379373 + (5.0/3.0) * -0.0672515 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  74.7978365821353 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 22.4903 * tfactors.T923i
+                                  + 0.307872 + (5.0/3.0) * -0.296226 * tfactors.T923;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4635,13 +5138,38 @@ void rate_p_O17_to_He4_N14(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real F18_pf, dF18_pf_dT;
+    // interpolating F18 partition function
+    get_partition_function_cached(F18, tfactors, pf_cache, F18_pf, dF18_pf_dT);
+
+    amrex::Real Ne19_pf, dNe19_pf_dT;
+    // interpolating Ne19 partition function
+    get_partition_function_cached(Ne19, tfactors, pf_cache, Ne19_pf, dNe19_pf_dT);
+
+    amrex::Real z_r = p_pf * F18_pf;
+    amrex::Real z_p = Ne19_pf;
+
+    amrex::Real dz_r_dT = F18_pf * dp_pf_dT + p_pf * dF18_pf_dT;
+    amrex::Real dz_p_dT = dNe19_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_O18_to_He4_N15(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Ne19_to_He4_O15_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // O18 + p --> He4 + N15
+    // Ne19 --> He4 + O15
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -4650,13 +5178,13 @@ void rate_p_O18_to_He4_N15(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10r
-    ln_set_rate =  10.2725 + -1.663 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // dc11c
+    ln_set_rate =  -7.5121319807613745 + -45.157894903452345 * tfactors.T9i + -3.24609 * tfactors.T913i + 44.4647 * tfactors.T913
+                         + -9.79962 * tfactors.T9 + 0.841782 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  1.663 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  45.157894903452345 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -3.24609 * tfactors.T943i + (1.0/3.0) * 44.4647 * tfactors.T923i
+                                  + -9.79962 + (5.0/3.0) * 0.841782 * tfactors.T923;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4667,13 +5195,11 @@ void rate_p_O18_to_He4_N15(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -27.9044 + -0.245884 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // dc11c
+    ln_set_rate =  24.692221519238625 + -46.83789490345235 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  0.245884 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  46.83789490345235 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4684,13 +5210,13 @@ void rate_p_O18_to_He4_N15(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  26.9671 + -16.6979 * tfactors.T913i
-                         + -3.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // dc11c
+    ln_set_rate =  51.02886801923863 + -40.95350490345235 * tfactors.T9i + -39.578 * tfactors.T913i
+                         + -3.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -16.6979 * tfactors.T943i
-                                  + (5.0/3.0) * -3.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  40.95350490345235 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -39.578 * tfactors.T943i
+                                  + (5.0/3.0) * -3.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4701,30 +5227,38 @@ void rate_p_O18_to_He4_N15(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  8.94352 + -5.32335 * tfactors.T9i + 11.6568 * tfactors.T913
-                         + -2.16303 * tfactors.T9 + 0.209965 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  5.32335 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 11.6568 * tfactors.T923i
-                                  + -2.16303 + (5.0/3.0) * 0.209965 * tfactors.T923 + -1.5 * tfactors.T9i;
-    }
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
 
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
+    amrex::Real O15_pf, dO15_pf_dT;
+    // interpolating O15 partition function
+    get_partition_function_cached(O15, tfactors, pf_cache, O15_pf, dO15_pf_dT);
+
+    amrex::Real Ne19_pf, dNe19_pf_dT;
+    // interpolating Ne19 partition function
+    get_partition_function_cached(Ne19, tfactors, pf_cache, Ne19_pf, dNe19_pf_dT);
+
+    amrex::Real z_r = He4_pf * O15_pf;
+    amrex::Real z_p = Ne19_pf;
+
+    amrex::Real dz_r_dT = O15_pf * dHe4_pf_dT + He4_pf * dO15_pf_dT;
+    amrex::Real dz_p_dT = dNe19_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
 
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_F17_to_He4_O14(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Ne20_to_p_F19_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // F17 + p --> He4 + O14
+    // Ne20 --> p + F19
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -4733,13 +5267,13 @@ void rate_p_F17_to_He4_O14(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // Ha96r
-    ln_set_rate =  15.612 + -36.3426 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // nacrc
+    ln_set_rate =  18.6910340641937 + -156.78096623757855 * tfactors.T9i + 31.6442 * tfactors.T913i + -58.6563 * tfactors.T913
+                         + 67.7365 * tfactors.T9 + -22.9721 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  36.3426 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  156.78096623757855 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 31.6442 * tfactors.T943i + (1.0/3.0) * -58.6563 * tfactors.T923i
+                                  + 67.7365 + (5.0/3.0) * -22.9721 * tfactors.T923;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4750,13 +5284,13 @@ void rate_p_F17_to_He4_O14(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // Ha96r
-    ln_set_rate =  10.4217 + -27.4326 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // nacrc
+    ln_set_rate =  36.7035640641937 + -150.75065623757857 * tfactors.T9i + -11.3832 * tfactors.T913i + 5.47872 * tfactors.T913
+                         + -1.07203 * tfactors.T9 + 0.11196 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  27.4326 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  150.75065623757857 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -11.3832 * tfactors.T943i + (1.0/3.0) * 5.47872 * tfactors.T923i
+                                  + -1.07203 + (5.0/3.0) * 0.11196 * tfactors.T923;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4767,13 +5301,13 @@ void rate_p_F17_to_He4_O14(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // Ha96r
-    ln_set_rate =  -106.788 + -14.2856 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // nacrc
+    ln_set_rate =  42.6026640641937 + -149.03682623757857 * tfactors.T9i + -18.116 * tfactors.T913i + -1.4622 * tfactors.T913
+                         + 6.95113 * tfactors.T9 + -2.90366 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  14.2856 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  149.03682623757857 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -18.116 * tfactors.T943i + (1.0/3.0) * -1.4622 * tfactors.T923i
+                                  + 6.95113 + (5.0/3.0) * -2.90366 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4784,13 +5318,53 @@ void rate_p_F17_to_He4_O14(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // Ha96r
-    ln_set_rate =  11.4322 + -25.8549 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real F19_pf, dF19_pf_dT;
+    // interpolating F19 partition function
+    get_partition_function_cached(F19, tfactors, pf_cache, F19_pf, dF19_pf_dT);
+
+    amrex::Real Ne20_pf, dNe20_pf_dT;
+    // interpolating Ne20 partition function
+    get_partition_function_cached(Ne20, tfactors, pf_cache, Ne20_pf, dNe20_pf_dT);
+
+    amrex::Real z_r = p_pf * F19_pf;
+    amrex::Real z_p = Ne20_pf;
+
+    amrex::Real dz_r_dT = F19_pf * dp_pf_dT + p_pf * dF19_pf_dT;
+    amrex::Real dz_p_dT = dNe20_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
+}
+
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_Ne20_to_He4_O16_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+
+    // Ne20 --> He4 + O16
+
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // co10c
+    ln_set_rate =  34.26581585936365 + -67.65193003813836 * tfactors.T9i + -3.65925 * tfactors.T913
+                         + 0.714224 * tfactors.T9 + -0.00107508 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  25.8549 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  67.65193003813836 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -3.65925 * tfactors.T923i
+                                  + 0.714224 + (5.0/3.0) * -0.00107508 * tfactors.T923;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4801,13 +5375,11 @@ void rate_p_F17_to_He4_O14(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // Ha96r
-    ln_set_rate =  17.9551 + -39.8326 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // co10c
+    ln_set_rate =  28.64304585936365 + -65.24613003813835 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  39.8326 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  65.24613003813835 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4818,13 +5390,13 @@ void rate_p_F17_to_He4_O14(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // Ha96n
-    ln_set_rate =  40.1391 + -13.8326 * tfactors.T9i + -39.388 * tfactors.T913i + -17.4673 * tfactors.T913
-                         + 35.3029 * tfactors.T9 + -24.8162 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // co10c
+    ln_set_rate =  48.66033585936365 + -54.887630038138354 * tfactors.T9i + -39.7262 * tfactors.T913i + -0.210799 * tfactors.T913
+                         + 0.442879 * tfactors.T9 + -0.0797753 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  13.8326 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -39.388 * tfactors.T943i + (1.0/3.0) * -17.4673 * tfactors.T923i
-                                  + 35.3029 + (5.0/3.0) * -24.8162 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  54.887630038138354 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -39.7262 * tfactors.T943i + (1.0/3.0) * -0.210799 * tfactors.T923i
+                                  + 0.442879 + (5.0/3.0) * -0.0797753 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4835,45 +5407,38 @@ void rate_p_F17_to_He4_O14(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
 
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_F17_to_p_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
 
-    // F17 + He4 --> p + Ne20
+    amrex::Real O16_pf, dO16_pf_dT;
+    // interpolating O16 partition function
+    get_partition_function_cached(O16, tfactors, pf_cache, O16_pf, dO16_pf_dT);
 
-    rate = 0.0;
-    drate_dT = 0.0;
+    amrex::Real Ne20_pf, dNe20_pf_dT;
+    // interpolating Ne20 partition function
+    get_partition_function_cached(Ne20, tfactors, pf_cache, Ne20_pf, dNe20_pf_dT);
 
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
+    amrex::Real z_r = He4_pf * O16_pf;
+    amrex::Real z_p = Ne20_pf;
 
-    // nacr 
-    ln_set_rate =  38.6287 + -43.18 * tfactors.T913i + 4.46827 * tfactors.T913
-                         + -1.63915 * tfactors.T9 + 0.123483 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    amrex::Real dz_r_dT = O16_pf * dHe4_pf_dT + He4_pf * dO16_pf_dT;
+    amrex::Real dz_p_dT = dNe20_pf_dT;
 
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -43.18 * tfactors.T943i + (1.0/3.0) * 4.46827 * tfactors.T923i
-                                  + -1.63915 + (5.0/3.0) * 0.123483 * tfactors.T923 + -0.666667 * tfactors.T9i;
-    }
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
 
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
 
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_F18_to_He4_O15(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Ne21_to_He4_O17_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // F18 + p --> He4 + O15
+    // Ne21 --> He4 + O17
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -4882,13 +5447,13 @@ void rate_p_F18_to_He4_O15(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10n
-    ln_set_rate =  62.0058 + -21.4023 * tfactors.T913i + -80.8891 * tfactors.T913
-                         + 134.6 * tfactors.T9 + -126.504 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // be13r
+    ln_set_rate =  0.09075265394232801 + -90.77844684231803 * tfactors.T9i + 123.363 * tfactors.T913i + -87.4351 * tfactors.T913
+                         + -3.40974e-06 * tfactors.T9 + -57.0469 * tfactors.T953 + 83.7218 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -21.4023 * tfactors.T943i + (1.0/3.0) * -80.8891 * tfactors.T923i
-                                  + 134.6 + (5.0/3.0) * -126.504 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  90.77844684231803 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 123.363 * tfactors.T943i + (1.0/3.0) * -87.4351 * tfactors.T923i
+                                  + -3.40974e-06 + (5.0/3.0) * -57.0469 * tfactors.T923 + 83.7218 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4899,13 +5464,13 @@ void rate_p_F18_to_He4_O15(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  1.75704 + -3.01675 * tfactors.T9i + 13.3223 * tfactors.T913
-                         + -1.36696 * tfactors.T9 + 0.0757363 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // be13r
+    ln_set_rate =  -91.95344734605767 + -98.94508684231803 * tfactors.T9i + 3.31162e-08 * tfactors.T913i + 130.258 * tfactors.T913
+                         + -7.92551e-05 * tfactors.T9 + -4.13772 * tfactors.T953 + -41.2753 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  3.01675 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 13.3223 * tfactors.T923i
-                                  + -1.36696 + (5.0/3.0) * 0.0757363 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  98.94508684231803 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 3.31162e-08 * tfactors.T943i + (1.0/3.0) * 130.258 * tfactors.T923i
+                                  + -7.92551e-05 + (5.0/3.0) * -4.13772 * tfactors.T923 + -41.2753 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4916,13 +5481,13 @@ void rate_p_F18_to_He4_O15(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -31.7388 + -0.376432 * tfactors.T9i + 61.738 * tfactors.T913
-                         + -108.29 * tfactors.T9 + -34.2365 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // be13r
+    ln_set_rate =  27.32055265394233 + -91.26870684231804 * tfactors.T9i + 2.87641 * tfactors.T913i + -3.54489 * tfactors.T913
+                         + -2.11222e-08 * tfactors.T9 + -3.90649e-09 * tfactors.T953 + 6.25778 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  0.376432 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 61.738 * tfactors.T923i
-                                  + -108.29 + (5.0/3.0) * -34.2365 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  91.26870684231804 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 2.87641 * tfactors.T943i + (1.0/3.0) * -3.54489 * tfactors.T923i
+                                  + -2.11222e-08 + (5.0/3.0) * -3.90649e-09 * tfactors.T923 + 6.25778 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4933,45 +5498,38 @@ void rate_p_F18_to_He4_O15(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
 
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_F18_to_p_Ne21(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+    amrex::Real Ne21_pf, dNe21_pf_dT;
+    // interpolating Ne21 partition function
+    get_partition_function_cached(Ne21, tfactors, pf_cache, Ne21_pf, dNe21_pf_dT);
 
-    // F18 + He4 --> p + Ne21
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
 
-    rate = 0.0;
-    drate_dT = 0.0;
+    amrex::Real O17_pf, dO17_pf_dT;
+    // interpolating O17 partition function
+    get_partition_function_cached(O17, tfactors, pf_cache, O17_pf, dO17_pf_dT);
 
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
+    amrex::Real z_r = He4_pf * O17_pf;
+    amrex::Real z_p = Ne21_pf;
 
-    // rpsmr
-    ln_set_rate =  49.7863 + -1.84559 * tfactors.T9i + 21.4461 * tfactors.T913i + -73.252 * tfactors.T913
-                         + 2.42329 * tfactors.T9 + -0.077278 * tfactors.T953 + 40.7604 * tfactors.lnT9;
+    amrex::Real dz_r_dT = O17_pf * dHe4_pf_dT + He4_pf * dO17_pf_dT;
+    amrex::Real dz_p_dT = dNe21_pf_dT;
 
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  1.84559 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.4461 * tfactors.T943i + (1.0/3.0) * -73.252 * tfactors.T923i
-                                  + 2.42329 + (5.0/3.0) * -0.077278 * tfactors.T923 + 40.7604 * tfactors.T9i;
-    }
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
 
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
 
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_F19_to_He4_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Na22_to_p_Ne21_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // F19 + p --> He4 + O16
+    // Na22 --> p + Ne21
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -4980,13 +5538,11 @@ void rate_p_F19_to_He4_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // nacr 
-    ln_set_rate =  8.239 + -2.46828 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  -24.579038986172677 + -78.40599033331655 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  2.46828 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  78.40599033331655 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4997,13 +5553,13 @@ void rate_p_F19_to_He4_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // nacr 
-    ln_set_rate =  -52.7043 + -0.12765 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  42.145961013827325 + -78.20981033331655 * tfactors.T9i + -19.2096 * tfactors.T913i
+                         + -1.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  0.12765 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  78.20981033331655 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -19.2096 * tfactors.T943i
+                                  + (5.0/3.0) * -1.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5014,13 +5570,13 @@ void rate_p_F19_to_He4_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // nacr 
-    ln_set_rate =  26.2916 + -18.116 * tfactors.T913i
-                         + 1.86674 * tfactors.T9 + -7.5666 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  -16.409838986172673 + -82.42366033331655 * tfactors.T9i + 21.1176 * tfactors.T913i + 34.0411 * tfactors.T913
+                         + -4.45593 * tfactors.T9 + 0.328613 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -18.116 * tfactors.T943i
-                                  + 1.86674 + (5.0/3.0) * -7.5666 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  82.42366033331655 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.1176 * tfactors.T943i + (1.0/3.0) * 34.0411 * tfactors.T923i
+                                  + -4.45593 + (5.0/3.0) * 0.328613 * tfactors.T923;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5031,13 +5587,11 @@ void rate_p_F19_to_He4_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // nacrr
-    ln_set_rate =  14.3586 + -3.286 * tfactors.T9i
-                         + -0.21103 * tfactors.T9 + 2.87702 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  24.833401013827324 + -79.60938033331655 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  3.286 * tfactors.T9i * tfactors.T9i
-                                  + -0.21103 + 2.87702 * tfactors.T9i;
+        dln_set_rate_dT9 =  79.60938033331655 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5048,13 +5602,53 @@ void rate_p_F19_to_He4_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // nacr 
-    ln_set_rate =  15.1955 + -3.75185 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+
+    amrex::Real Ne21_pf, dNe21_pf_dT;
+    // interpolating Ne21 partition function
+    get_partition_function_cached(Ne21, tfactors, pf_cache, Ne21_pf, dNe21_pf_dT);
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real Na22_pf, dNa22_pf_dT;
+    // interpolating Na22 partition function
+    get_partition_function_cached(Na22, tfactors, pf_cache, Na22_pf, dNa22_pf_dT);
+
+    amrex::Real z_r = p_pf * Ne21_pf;
+    amrex::Real z_p = Na22_pf;
+
+    amrex::Real dz_r_dT = Ne21_pf * dp_pf_dT + p_pf * dNe21_pf_dT;
+    amrex::Real dz_p_dT = dNa22_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
+}
+
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_Na22_to_He4_F18_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+
+    // Na22 --> He4 + F18
+
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // rpsmr
+    ln_set_rate =  59.32234728275454 + -100.23588367240258 * tfactors.T9i + 18.8956 * tfactors.T913i + -65.6134 * tfactors.T913
+                         + 1.71114 * tfactors.T9 + -0.0260999 * tfactors.T953 + 39.3396 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  3.75185 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  100.23588367240258 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 18.8956 * tfactors.T943i + (1.0/3.0) * -65.6134 * tfactors.T923i
+                                  + 1.71114 + (5.0/3.0) * -0.0260999 * tfactors.T923 + 39.3396 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5065,13 +5659,38 @@ void rate_p_F19_to_He4_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real F18_pf, dF18_pf_dT;
+    // interpolating F18 partition function
+    get_partition_function_cached(F18, tfactors, pf_cache, F18_pf, dF18_pf_dT);
+
+    amrex::Real Na22_pf, dNa22_pf_dT;
+    // interpolating Na22 partition function
+    get_partition_function_cached(Na22, tfactors, pf_cache, Na22_pf, dNa22_pf_dT);
+
+    amrex::Real z_r = He4_pf * F18_pf;
+    amrex::Real z_p = Na22_pf;
+
+    amrex::Real dz_r_dT = F18_pf * dHe4_pf_dT + He4_pf * dF18_pf_dT;
+    amrex::Real dz_p_dT = dNa22_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Ne19_to_p_Na22(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Na23_to_He4_F19_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Ne19 + He4 --> p + Na22
+    // Na23 --> He4 + F19
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -5080,13 +5699,13 @@ void rate_He4_Ne19_to_p_Na22(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // ths8r
-    ln_set_rate =  43.1874 + -46.6346 * tfactors.T913i + 0.866532 * tfactors.T913
-                         + -0.893541 * tfactors.T9 + 0.0747971 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // rpsmr
+    ln_set_rate =  76.89792115063096 + -123.57857118031104 * tfactors.T9i + 39.7219 * tfactors.T913i + -100.401 * tfactors.T913
+                         + 3.15808 * tfactors.T9 + -0.0629822 * tfactors.T953 + 55.9823 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -46.6346 * tfactors.T943i + (1.0/3.0) * 0.866532 * tfactors.T923i
-                                  + -0.893541 + (5.0/3.0) * 0.0747971 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  123.57857118031104 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 39.7219 * tfactors.T943i + (1.0/3.0) * -100.401 * tfactors.T923i
+                                  + 3.15808 + (5.0/3.0) * -0.0629822 * tfactors.T923 + 55.9823 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5097,13 +5716,38 @@ void rate_He4_Ne19_to_p_Na22(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real Na23_pf, dNa23_pf_dT;
+    // interpolating Na23 partition function
+    get_partition_function_cached(Na23, tfactors, pf_cache, Na23_pf, dNa23_pf_dT);
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real F19_pf, dF19_pf_dT;
+    // interpolating F19 partition function
+    get_partition_function_cached(F19, tfactors, pf_cache, F19_pf, dF19_pf_dT);
+
+    amrex::Real z_r = He4_pf * F19_pf;
+    amrex::Real z_p = Na23_pf;
+
+    amrex::Real dz_r_dT = F19_pf * dHe4_pf_dT + He4_pf * dF19_pf_dT;
+    amrex::Real dz_p_dT = dNa23_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Ne20_to_He4_F17(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Mg22_to_He4_Ne18_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Ne20 + p --> He4 + F17
+    // Mg22 --> He4 + Ne18
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -5112,13 +5756,13 @@ void rate_p_Ne20_to_He4_F17(const tf_t& tfactors, amrex::Real& rate, amrex::Real
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // nacr 
-    ln_set_rate =  41.563 + -47.9266 * tfactors.T9i + -43.18 * tfactors.T913i + 4.46827 * tfactors.T913
-                         + -1.63915 * tfactors.T9 + 0.123483 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // ths8r
+    ln_set_rate =  57.677545143141735 + -94.4497532187934 * tfactors.T9i + -46.4859 * tfactors.T913i + 0.956741 * tfactors.T913
+                         + -0.914402 * tfactors.T9 + 0.0722478 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  47.9266 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -43.18 * tfactors.T943i + (1.0/3.0) * 4.46827 * tfactors.T923i
-                                  + -1.63915 + (5.0/3.0) * 0.123483 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  94.4497532187934 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -46.4859 * tfactors.T943i + (1.0/3.0) * 0.956741 * tfactors.T923i
+                                  + -0.914402 + (5.0/3.0) * 0.0722478 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5129,13 +5773,38 @@ void rate_p_Ne20_to_He4_F17(const tf_t& tfactors, amrex::Real& rate, amrex::Real
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real Mg22_pf, dMg22_pf_dT;
+    // interpolating Mg22 partition function
+    get_partition_function_cached(Mg22, tfactors, pf_cache, Mg22_pf, dMg22_pf_dT);
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real Ne18_pf, dNe18_pf_dT;
+    // interpolating Ne18 partition function
+    get_partition_function_cached(Ne18, tfactors, pf_cache, Ne18_pf, dNe18_pf_dT);
+
+    amrex::Real z_r = He4_pf * Ne18_pf;
+    amrex::Real z_p = Mg22_pf;
+
+    amrex::Real dz_r_dT = Ne18_pf * dHe4_pf_dT + He4_pf * dNe18_pf_dT;
+    amrex::Real dz_p_dT = dMg22_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Ne20_to_p_Na23(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Mg24_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Ne20 + He4 --> p + Na23
+    // Mg24 --> p + Na23
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -5144,13 +5813,13 @@ void rate_He4_Ne20_to_p_Na23(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10r
-    ln_set_rate =  0.227472 + -29.4348 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  43.93571176470678 + -135.6881490421346 * tfactors.T9i + -20.6428 * tfactors.T913i + 1.52954 * tfactors.T913
+                         + 2.7487 * tfactors.T9 + -1.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  29.4348 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  135.6881490421346 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -20.6428 * tfactors.T943i + (1.0/3.0) * 1.52954 * tfactors.T923i
+                                  + 2.7487 + (5.0/3.0) * -1.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5161,13 +5830,13 @@ void rate_He4_Ne20_to_p_Na23(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  19.1852 + -27.5738 * tfactors.T9i + -20.0024 * tfactors.T913i + 11.5988 * tfactors.T913
-                         + -1.37398 * tfactors.T9 + -1.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  34.08761176470678 + -138.9684390421346 * tfactors.T9i + -0.360588 * tfactors.T913
+                         + 1.4187 * tfactors.T9 + -0.184061 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  27.5738 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -20.0024 * tfactors.T943i + (1.0/3.0) * 11.5988 * tfactors.T923i
-                                  + -1.37398 + (5.0/3.0) * -1.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  138.9684390421346 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -0.360588 * tfactors.T923i
+                                  + 1.4187 + (5.0/3.0) * -0.184061 * tfactors.T923;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5178,13 +5847,11 @@ void rate_He4_Ne20_to_p_Na23(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -6.37772 + -29.8896 * tfactors.T9i + 19.7297 * tfactors.T913
-                         + -2.20987 * tfactors.T9 + 0.153374 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  20.002361764706784 + -137.3003390421346 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  29.8896 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 19.7297 * tfactors.T923i
-                                  + -2.20987 + (5.0/3.0) * 0.153374 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  137.3003390421346 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5195,13 +5862,38 @@ void rate_He4_Ne20_to_p_Na23(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real Na23_pf, dNa23_pf_dT;
+    // interpolating Na23 partition function
+    get_partition_function_cached(Na23, tfactors, pf_cache, Na23_pf, dNa23_pf_dT);
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real Mg24_pf, dMg24_pf_dT;
+    // interpolating Mg24 partition function
+    get_partition_function_cached(Mg24, tfactors, pf_cache, Mg24_pf, dMg24_pf_dT);
+
+    amrex::Real z_r = p_pf * Na23_pf;
+    amrex::Real z_p = Mg24_pf;
+
+    amrex::Real dz_r_dT = Na23_pf * dp_pf_dT + p_pf * dNa23_pf_dT;
+    amrex::Real dz_p_dT = dMg24_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Ne21_to_He4_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Mg24_to_He4_Ne20_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Ne21 + p --> He4 + F18
+    // Mg24 --> He4 + Ne20
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -5210,13 +5902,11 @@ void rate_p_Ne21_to_He4_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // rpsmr
-    ln_set_rate =  50.6536 + -22.049 * tfactors.T9i + 21.4461 * tfactors.T913i + -73.252 * tfactors.T913
-                         + 2.42329 * tfactors.T9 + -0.077278 * tfactors.T953 + 40.7604 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  -13.886931148855957 + -110.62012330714883 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  22.049 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.4461 * tfactors.T943i + (1.0/3.0) * -73.252 * tfactors.T923i
-                                  + 2.42329 + (5.0/3.0) * -0.077278 * tfactors.T923 + 40.7604 * tfactors.T9i;
+        dln_set_rate_dT9 =  110.62012330714883 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5227,28 +5917,45 @@ void rate_p_Ne21_to_He4_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
+    // il10c
+    ln_set_rate =  49.324368851144044 + -108.11407330714883 * tfactors.T9i + -46.2525 * tfactors.T913i + 5.58901 * tfactors.T913
+                         + 7.61843 * tfactors.T9 + -3.683 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Na22_to_He4_Ne19(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  108.11407330714883 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -46.2525 * tfactors.T943i + (1.0/3.0) * 5.58901 * tfactors.T923i
+                                  + 7.61843 + (5.0/3.0) * -3.683 * tfactors.T923 + 0.833333 * tfactors.T9i;
+    }
 
-    // Na22 + p --> He4 + Ne19
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
 
-    rate = 0.0;
-    drate_dT = 0.0;
+    // il10c
+    ln_set_rate =  16.02029885114404 + -120.89497330714883 * tfactors.T9i + 16.9229 * tfactors.T913
+                         + -2.57325 * tfactors.T9 + 0.208997 * tfactors.T953;
 
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  120.89497330714883 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 16.9229 * tfactors.T923i
+                                  + -2.57325 + (5.0/3.0) * 0.208997 * tfactors.T923;
+    }
 
-    // ths8r
-    ln_set_rate =  43.101 + -24.0192 * tfactors.T9i + -46.6346 * tfactors.T913i + 0.866532 * tfactors.T913
-                         + -0.893541 * tfactors.T9 + 0.0747971 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
+    // il10c
+    ln_set_rate =  26.801638851144045 + -117.33433330714882 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  24.0192 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -46.6346 * tfactors.T943i + (1.0/3.0) * 0.866532 * tfactors.T923i
-                                  + -0.893541 + (5.0/3.0) * 0.0747971 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  117.33433330714882 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5259,13 +5966,38 @@ void rate_p_Na22_to_He4_Ne19(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real Mg24_pf, dMg24_pf_dT;
+    // interpolating Mg24 partition function
+    get_partition_function_cached(Mg24, tfactors, pf_cache, Mg24_pf, dMg24_pf_dT);
+
+    amrex::Real Ne20_pf, dNe20_pf_dT;
+    // interpolating Ne20 partition function
+    get_partition_function_cached(Ne20, tfactors, pf_cache, Ne20_pf, dNe20_pf_dT);
+
+    amrex::Real z_r = He4_pf * Ne20_pf;
+    amrex::Real z_p = Mg24_pf;
+
+    amrex::Real dz_r_dT = Ne20_pf * dHe4_pf_dT + He4_pf * dNe20_pf_dT;
+    amrex::Real dz_p_dT = dMg24_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Na23_to_He4_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Si28_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Na23 + p --> He4 + Ne20
+    // Si28 --> p + Al27
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -5274,13 +6006,13 @@ void rate_p_Na23_to_He4_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10r
-    ln_set_rate =  -6.58736 + -2.31577 * tfactors.T9i + 19.7297 * tfactors.T913
-                         + -2.20987 * tfactors.T9 + 0.153374 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  11.776564828186824 + -136.3434628922348 * tfactors.T9i + 23.8634 * tfactors.T913
+                         + -3.70135 * tfactors.T9 + 0.28964 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  2.31577 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 19.7297 * tfactors.T923i
-                                  + -2.20987 + (5.0/3.0) * 0.153374 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  136.3434628922348 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 23.8634 * tfactors.T923i
+                                  + -3.70135 + (5.0/3.0) * 0.28964 * tfactors.T923;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5291,13 +6023,13 @@ void rate_p_Na23_to_He4_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  0.0178295 + -1.86103 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  111.46636482818681 + -134.8268158922348 * tfactors.T9i + -26.8327 * tfactors.T913i + -116.137 * tfactors.T913
+                         + 0.00950567 * tfactors.T9 + 0.00999755 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  1.86103 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  134.8268158922348 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -26.8327 * tfactors.T943i + (1.0/3.0) * -116.137 * tfactors.T923i
+                                  + 0.00950567 + (5.0/3.0) * 0.00999755 * tfactors.T923;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5308,13 +6040,13 @@ void rate_p_Na23_to_He4_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  18.9756 + -20.0024 * tfactors.T913i + 11.5988 * tfactors.T913
-                         + -1.37398 * tfactors.T9 + -1.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  46.54946482818683 + -134.4395028922348 * tfactors.T9i + -23.2205 * tfactors.T913i
+                         + -2.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -20.0024 * tfactors.T943i + (1.0/3.0) * 11.5988 * tfactors.T923i
-                                  + -1.37398 + (5.0/3.0) * -1.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  134.4395028922348 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -23.2205 * tfactors.T943i
+                                  + (5.0/3.0) * -2.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5325,13 +6057,38 @@ void rate_p_Na23_to_He4_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real Al27_pf, dAl27_pf_dT;
+    // interpolating Al27 partition function
+    get_partition_function_cached(Al27, tfactors, pf_cache, Al27_pf, dAl27_pf_dT);
+
+    amrex::Real Si28_pf, dSi28_pf_dT;
+    // interpolating Si28 partition function
+    get_partition_function_cached(Si28, tfactors, pf_cache, Si28_pf, dSi28_pf_dT);
+
+    amrex::Real z_r = p_pf * Al27_pf;
+    amrex::Real z_p = Si28_pf;
+
+    amrex::Real dz_r_dT = Al27_pf * dp_pf_dT + p_pf * dAl27_pf_dT;
+    amrex::Real dz_p_dT = dSi28_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Mg24_to_p_Al27(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Si28_to_He4_Mg24_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Mg24 + He4 --> p + Al27
+    // Si28 --> He4 + Mg24
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -5340,13 +6097,13 @@ void rate_He4_Mg24_to_p_Al27(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10n
-    ln_set_rate =  30.0397 + -18.5791 * tfactors.T9i + -26.4162 * tfactors.T913i
-                         + -2.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // st08r
+    ln_set_rate =  -25.688574833405916 + -128.69270892750794 * tfactors.T9i + 21.3721 * tfactors.T913i + 37.7649 * tfactors.T913
+                         + -4.10635 * tfactors.T9 + 0.249618 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  18.5791 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -26.4162 * tfactors.T943i
-                                  + (5.0/3.0) * -2.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  128.69270892750794 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.3721 * tfactors.T943i + (1.0/3.0) * 37.7649 * tfactors.T923i
+                                  + -4.10635 + (5.0/3.0) * 0.249618 * tfactors.T923;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5357,13 +6114,11 @@ void rate_He4_Mg24_to_p_Al27(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -26.2862 + -19.5422 * tfactors.T9i + 5.18642 * tfactors.T913i + -34.7936 * tfactors.T913
-                         + 168.225 * tfactors.T9 + -115.825 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // st08r
+    ln_set_rate =  32.90059516659409 + -131.48850892750792 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  19.5422 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 5.18642 * tfactors.T943i + (1.0/3.0) * -34.7936 * tfactors.T923i
-                                  + 168.225 + (5.0/3.0) * -115.825 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  131.48850892750792 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5374,30 +6129,38 @@ void rate_He4_Mg24_to_p_Al27(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -6.44575 + -22.8216 * tfactors.T9i + 18.0416 * tfactors.T913
-                         + -1.54137 * tfactors.T9 + 0.0847506 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  22.8216 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0416 * tfactors.T923i
-                                  + -1.54137 + (5.0/3.0) * 0.0847506 * tfactors.T923 + -1.5 * tfactors.T9i;
-    }
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
 
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
+    amrex::Real Mg24_pf, dMg24_pf_dT;
+    // interpolating Mg24 partition function
+    get_partition_function_cached(Mg24, tfactors, pf_cache, Mg24_pf, dMg24_pf_dT);
+
+    amrex::Real Si28_pf, dSi28_pf_dT;
+    // interpolating Si28 partition function
+    get_partition_function_cached(Si28, tfactors, pf_cache, Si28_pf, dSi28_pf_dT);
+
+    amrex::Real z_r = He4_pf * Mg24_pf;
+    amrex::Real z_p = Si28_pf;
+
+    amrex::Real dz_r_dT = Mg24_pf * dHe4_pf_dT + He4_pf * dMg24_pf_dT;
+    amrex::Real dz_p_dT = dSi28_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
 
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Al27_to_He4_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_S32_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Al27 + p --> He4 + Mg24
+    // S32 --> p + P31
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -5406,13 +6169,13 @@ void rate_p_Al27_to_He4_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10r
-    ln_set_rate =  -7.02789 + -4.2425 * tfactors.T9i + 18.0416 * tfactors.T913
-                         + -1.54137 * tfactors.T9 + 0.0847506 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  25.172836958303158 + -106.63693563716609 * tfactors.T9i + 8.09341 * tfactors.T913
+                         + -0.615971 * tfactors.T9 + 0.031159 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  4.2425 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0416 * tfactors.T923i
-                                  + -1.54137 + (5.0/3.0) * 0.0847506 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  106.63693563716609 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 8.09341 * tfactors.T923i
+                                  + -0.615971 + (5.0/3.0) * 0.031159 * tfactors.T923;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5423,13 +6186,11 @@ void rate_p_Al27_to_He4_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -26.8683 + -0.963012 * tfactors.T9i + 5.18642 * tfactors.T913i + -34.7936 * tfactors.T913
-                         + 168.225 * tfactors.T9 + -115.825 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  21.682890958303158 + -105.11947563716609 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  0.963012 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 5.18642 * tfactors.T943i + (1.0/3.0) * -34.7936 * tfactors.T923i
-                                  + 168.225 + (5.0/3.0) * -115.825 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  105.11947563716609 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5440,13 +6201,13 @@ void rate_p_Al27_to_He4_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  29.4576 + -26.4162 * tfactors.T913i
-                         + -2.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  43.610880958303156 + -102.85989563716609 * tfactors.T9i + -25.3278 * tfactors.T913i + 6.4931 * tfactors.T913
+                         + -9.27513 * tfactors.T9 + -0.610439 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -26.4162 * tfactors.T943i
-                                  + (5.0/3.0) * -2.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  102.85989563716609 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -25.3278 * tfactors.T943i + (1.0/3.0) * 6.4931 * tfactors.T923i
+                                  + -9.27513 + (5.0/3.0) * -0.610439 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5457,13 +6218,38 @@ void rate_p_Al27_to_He4_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real S32_pf, dS32_pf_dT;
+    // interpolating S32 partition function
+    get_partition_function_cached(S32, tfactors, pf_cache, S32_pf, dS32_pf_dT);
+
+    amrex::Real P31_pf, dP31_pf_dT;
+    // interpolating P31 partition function
+    get_partition_function_cached(P31, tfactors, pf_cache, P31_pf, dP31_pf_dT);
+
+    amrex::Real z_r = p_pf * P31_pf;
+    amrex::Real z_p = S32_pf;
+
+    amrex::Real dz_r_dT = P31_pf * dp_pf_dT + p_pf * dP31_pf_dT;
+    amrex::Real dz_p_dT = dS32_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Si28_to_p_P31(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_S32_to_He4_Si28_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Si28 + He4 --> p + P31
+    // S32 --> He4 + Si28
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -5472,13 +6258,13 @@ void rate_He4_Si28_to_p_P31(const tf_t& tfactors, amrex::Real& rate, amrex::Real
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10r
-    ln_set_rate =  -11.4335 + -25.6606 * tfactors.T9i + 21.521 * tfactors.T913
-                         + -1.90355 * tfactors.T9 + 0.092724 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // ths8r
+    ln_set_rate =  72.81295409739818 + -80.62610309662641 * tfactors.T9i + -59.4896 * tfactors.T913i + 4.47205 * tfactors.T913
+                         + -4.78989 * tfactors.T9 + 0.557201 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  25.6606 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 21.521 * tfactors.T923i
-                                  + -1.90355 + (5.0/3.0) * 0.092724 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  80.62610309662641 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -59.4896 * tfactors.T943i + (1.0/3.0) * 4.47205 * tfactors.T923i
+                                  + -4.78989 + (5.0/3.0) * 0.557201 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5489,47 +6275,38 @@ void rate_He4_Si28_to_p_P31(const tf_t& tfactors, amrex::Real& rate, amrex::Real
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  60.3424 + -22.2348 * tfactors.T9i + -31.932 * tfactors.T913i + -77.0334 * tfactors.T913
-                         + -43.6847 * tfactors.T9 + -4.28955 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  22.2348 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -31.932 * tfactors.T943i + (1.0/3.0) * -77.0334 * tfactors.T923i
-                                  + -43.6847 + (5.0/3.0) * -4.28955 * tfactors.T923 + -0.666667 * tfactors.T9i;
-    }
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
 
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
+    amrex::Real S32_pf, dS32_pf_dT;
+    // interpolating S32 partition function
+    get_partition_function_cached(S32, tfactors, pf_cache, S32_pf, dS32_pf_dT);
 
-    // il10r
-    ln_set_rate =  -13.4595 + -24.112 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    amrex::Real Si28_pf, dSi28_pf_dT;
+    // interpolating Si28 partition function
+    get_partition_function_cached(Si28, tfactors, pf_cache, Si28_pf, dSi28_pf_dT);
 
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  24.112 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
-    }
+    amrex::Real z_r = He4_pf * Si28_pf;
+    amrex::Real z_p = S32_pf;
 
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
+    amrex::Real dz_r_dT = Si28_pf * dHe4_pf_dT + He4_pf * dSi28_pf_dT;
+    amrex::Real dz_p_dT = dS32_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
 
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_P31_to_He4_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_C12_to_He4_He4_He4_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // P31 + p --> He4 + Si28
+    // C12 --> He4 + He4 + He4
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -5538,13 +6315,13 @@ void rate_p_P31_to_He4_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10r
-    ln_set_rate =  -10.893 + -3.42575 * tfactors.T9i + 21.521 * tfactors.T913
-                         + -1.90355 * tfactors.T9 + 0.092724 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // fy05c
+    ln_set_rate =  22.39392447043974 + -88.54942933569913 * tfactors.T9i + -13.49 * tfactors.T913i + 21.4259 * tfactors.T913
+                         + -1.34769 * tfactors.T9 + 0.0879816 * tfactors.T953 + -10.1653 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  3.42575 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 21.521 * tfactors.T923i
-                                  + -1.90355 + (5.0/3.0) * 0.092724 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  88.54942933569913 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -13.49 * tfactors.T943i + (1.0/3.0) * 21.4259 * tfactors.T923i
+                                  + -1.34769 + (5.0/3.0) * 0.0879816 * tfactors.T923 + -10.1653 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5555,13 +6332,13 @@ void rate_p_P31_to_He4_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -12.919 + -1.87716 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // fy05c
+    ln_set_rate =  34.95602447043974 + -85.44732933569914 * tfactors.T9i + -23.57 * tfactors.T913i + 20.4886 * tfactors.T913
+                         + -12.9882 * tfactors.T9 + -20.0 * tfactors.T953 + 0.8333300000000001 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  1.87716 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  85.44732933569914 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -23.57 * tfactors.T943i + (1.0/3.0) * 20.4886 * tfactors.T923i
+                                  + -12.9882 + (5.0/3.0) * -20.0 * tfactors.T923 + 0.8333300000000001 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5572,13 +6349,13 @@ void rate_p_P31_to_He4_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  60.8829 + -31.932 * tfactors.T913i + -77.0334 * tfactors.T913
-                         + -43.6847 * tfactors.T9 + -4.28955 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // fy05c
+    ln_set_rate =  45.77337247043974 + -84.42286933569913 * tfactors.T9i + -37.06 * tfactors.T913i + 29.3493 * tfactors.T913
+                         + -115.507 * tfactors.T9 + -10.0 * tfactors.T953 + 1.66667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -31.932 * tfactors.T943i + (1.0/3.0) * -77.0334 * tfactors.T923i
-                                  + -43.6847 + (5.0/3.0) * -4.28955 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  84.42286933569913 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -37.06 * tfactors.T943i + (1.0/3.0) * 29.3493 * tfactors.T923i
+                                  + -115.507 + (5.0/3.0) * -10.0 * tfactors.T923 + 1.66667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5589,13 +6366,35 @@ void rate_p_P31_to_He4_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real C12_pf, dC12_pf_dT;
+    // setting C12 partition function to 1.0 by default, independent of T
+    C12_pf = 1.0_rt;
+    dC12_pf_dT = 0.0_rt;
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real z_r = He4_pf * He4_pf * He4_pf;
+    amrex::Real z_p = C12_pf;
+
+    amrex::Real dz_r_dT = dHe4_pf_dT + dHe4_pf_dT + dHe4_pf_dT;
+    amrex::Real dz_p_dT = dC12_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_He4_He4_to_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_C12_to_p_N15_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // He4 + He4 + He4 --> C12
+    // C12 + He4 --> p + N15
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -5604,13 +6403,13 @@ void rate_He4_He4_He4_to_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // fy05r
-    ln_set_rate =  -24.3505 + -4.12656 * tfactors.T9i + -13.49 * tfactors.T913i + 21.4259 * tfactors.T913
-                         + -1.34769 * tfactors.T9 + 0.0879816 * tfactors.T953 + -13.1653 * tfactors.lnT9;
+    // nacrc
+    ln_set_rate =  27.11796814641137 + -57.62803699258858 * tfactors.T9i + -15.253 * tfactors.T913i + 1.59318 * tfactors.T913
+                         + 2.4479 * tfactors.T9 + -2.19708 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  4.12656 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -13.49 * tfactors.T943i + (1.0/3.0) * 21.4259 * tfactors.T923i
-                                  + -1.34769 + (5.0/3.0) * 0.0879816 * tfactors.T923 + -13.1653 * tfactors.T9i;
+        dln_set_rate_dT9 =  57.62803699258858 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -15.253 * tfactors.T943i + (1.0/3.0) * 1.59318 * tfactors.T923i
+                                  + 2.4479 + (5.0/3.0) * -2.19708 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5621,13 +6420,13 @@ void rate_He4_He4_He4_to_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // fy05r
-    ln_set_rate =  -11.7884 + -1.02446 * tfactors.T9i + -23.57 * tfactors.T913i + 20.4886 * tfactors.T913
-                         + -12.9882 * tfactors.T9 + -20.0 * tfactors.T953 + -2.16667 * tfactors.lnT9;
+    // nacrc
+    ln_set_rate =  -6.93365185358863 + -58.79183699258858 * tfactors.T9i + 22.7105 * tfactors.T913
+                         + -2.90707 * tfactors.T9 + 0.205754 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  1.02446 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -23.57 * tfactors.T943i + (1.0/3.0) * 20.4886 * tfactors.T923i
-                                  + -12.9882 + (5.0/3.0) * -20.0 * tfactors.T923 + -2.16667 * tfactors.T9i;
+        dln_set_rate_dT9 =  58.79183699258858 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 22.7105 * tfactors.T923i
+                                  + -2.90707 + (5.0/3.0) * 0.205754 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5638,13 +6437,13 @@ void rate_He4_He4_He4_to_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // fy05n
-    ln_set_rate =  -0.971052 + -37.06 * tfactors.T913i + 29.3493 * tfactors.T913
-                         + -115.507 * tfactors.T9 + -10.0 * tfactors.T953 + -1.33333 * tfactors.lnT9;
+    // nacrc
+    ln_set_rate =  20.53876814641137 + -65.03403699258858 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -37.06 * tfactors.T943i + (1.0/3.0) * 29.3493 * tfactors.T923i
-                                  + -115.507 + (5.0/3.0) * -10.0 * tfactors.T923 + -1.33333 * tfactors.T9i;
+        dln_set_rate_dT9 =  65.03403699258858 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5655,28 +6454,13 @@ void rate_He4_He4_He4_to_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
-
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_C12_C12_to_Mg24_modified(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    // C12 + C12 --> Mg24
-
-    rate = 0.0;
-    drate_dT = 0.0;
-
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
-
-    // cf88r
-    ln_set_rate =  -12.8056 + -30.1498 * tfactors.T9i + 11.4826 * tfactors.T913
-                         + 1.82849 * tfactors.T9 + -0.34844 * tfactors.T953;
+    // nacrc
+    ln_set_rate =  -5.2319018535886315 + -59.649206992588574 * tfactors.T9i + 30.8497 * tfactors.T913
+                         + -8.50433 * tfactors.T9 + -1.54426 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  30.1498 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 11.4826 * tfactors.T923i
-                                  + 1.82849 + (5.0/3.0) * -0.34844 * tfactors.T923;
+        dln_set_rate_dT9 =  59.649206992588574 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 30.8497 * tfactors.T923i
+                                  + -8.50433 + (5.0/3.0) * -1.54426 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5687,13 +6471,45 @@ void rate_C12_C12_to_Mg24_modified(const tf_t& tfactors, amrex::Real& rate, amre
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real N15_pf, dN15_pf_dT;
+    // setting N15 partition function to 1.0 by default, independent of T
+    N15_pf = 1.0_rt;
+    dN15_pf_dT = 0.0_rt;
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real C12_pf, dC12_pf_dT;
+    // setting C12 partition function to 1.0 by default, independent of T
+    C12_pf = 1.0_rt;
+    dC12_pf_dT = 0.0_rt;
+
+    amrex::Real z_r = p_pf * N15_pf;
+    amrex::Real z_p = He4_pf * C12_pf;
+
+    amrex::Real dz_r_dT = N15_pf * dp_pf_dT + p_pf * dN15_pf_dT;
+    amrex::Real dz_p_dT = C12_pf * dHe4_pf_dT + He4_pf * dC12_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_O16_O16_to_S32_modified(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_N14_to_p_O17_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // O16 + O16 --> S32
+    // N14 + He4 --> p + O17
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -5702,13 +6518,13 @@ void rate_O16_O16_to_S32_modified(const tf_t& tfactors, amrex::Real& rate, amrex
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // cf88r
-    ln_set_rate =  77.5491 + -0.373641 * tfactors.T9i + -120.83 * tfactors.T913i + -7.72334 * tfactors.T913
-                         + -2.27939 * tfactors.T9 + 0.167655 * tfactors.T953 + 7.62001 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  5.131686841101491 + -15.945266787858825 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  0.373641 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -120.83 * tfactors.T943i + (1.0/3.0) * -7.72334 * tfactors.T923i
-                                  + -2.27939 + (5.0/3.0) * 0.167655 * tfactors.T923 + 7.62001 * tfactors.T9i;
+        dln_set_rate_dT9 =  15.945266787858825 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5719,28 +6535,13 @@ void rate_O16_O16_to_S32_modified(const tf_t& tfactors, amrex::Real& rate, amrex
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
-
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_C12_O16_to_Si28_modified(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    // O16 + C12 --> Si28
-
-    rate = 0.0;
-    drate_dT = 0.0;
-
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
-
-    // cf88r
-    ln_set_rate =  -132.213 + -1.46479 * tfactors.T9i + -293.089 * tfactors.T913i + 414.404 * tfactors.T913
-                         + -28.0562 * tfactors.T9 + 1.61807 * tfactors.T953 + -178.28 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  -7.609543158898509 + -14.583891787858825 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  1.46479 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -293.089 * tfactors.T943i + (1.0/3.0) * 414.404 * tfactors.T923i
-                                  + -28.0562 + (5.0/3.0) * 1.61807 * tfactors.T923 + -178.28 * tfactors.T9i;
+        dln_set_rate_dT9 =  14.583891787858825 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5751,28 +6552,30 @@ void rate_C12_O16_to_Si28_modified(const tf_t& tfactors, amrex::Real& rate, amre
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
-
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_S32_to_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    // S32 + He4 --> Ar36
+    // il10c
+    ln_set_rate =  19.17708684110149 + -13.830496787858825 * tfactors.T9i + -16.9078 * tfactors.T913i
+                         + -2.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
-    rate = 0.0;
-    drate_dT = 0.0;
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  13.830496787858825 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -16.9078 * tfactors.T943i
+                                  + (5.0/3.0) * -2.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
+    }
 
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
 
-    // ths8r
-    ln_set_rate =  48.901 + -65.3709 * tfactors.T913i + 5.68294 * tfactors.T913
-                         + -5.00388 * tfactors.T9 + 0.571407 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  9.77208684110149 + -18.789146787858826 * tfactors.T9i + 5.10182 * tfactors.T913
+                         + 0.379373 * tfactors.T9 + -0.0672515 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -65.3709 * tfactors.T943i + (1.0/3.0) * 5.68294 * tfactors.T923i
-                                  + -5.00388 + (5.0/3.0) * 0.571407 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  18.789146787858826 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 5.10182 * tfactors.T923i
+                                  + 0.379373 + (5.0/3.0) * -0.0672515 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5783,13 +6586,44 @@ void rate_He4_S32_to_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real O17_pf, dO17_pf_dT;
+    // interpolating O17 partition function
+    get_partition_function_cached(O17, tfactors, pf_cache, O17_pf, dO17_pf_dT);
+
+    amrex::Real N14_pf, dN14_pf_dT;
+    // setting N14 partition function to 1.0 by default, independent of T
+    N14_pf = 1.0_rt;
+    dN14_pf_dT = 0.0_rt;
+
+    amrex::Real z_r = p_pf * O17_pf;
+    amrex::Real z_p = He4_pf * N14_pf;
+
+    amrex::Real dz_r_dT = O17_pf * dp_pf_dT + p_pf * dO17_pf_dT;
+    amrex::Real dz_p_dT = N14_pf * dHe4_pf_dT + He4_pf * dN14_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_S32_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_N15_to_p_O18_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // S32 + He4 --> p + Cl35
+    // N15 + He4 --> p + O18
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -5798,13 +6632,13 @@ void rate_He4_S32_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amr
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10r
-    ln_set_rate =  2.42563 + -27.6662 * tfactors.T9i + 5.33756 * tfactors.T913
-                         + 1.64418 * tfactors.T9 + -0.246167 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  8.466540793511097 + -47.86163104930013 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  27.6662 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 5.33756 * tfactors.T923i
-                                  + 1.64418 + (5.0/3.0) * -0.246167 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  47.86163104930013 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5815,12 +6649,12 @@ void rate_He4_S32_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amr
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -0.877602 + -25.5914 * tfactors.T9i
+    // il10c
+    ln_set_rate =  -29.710359206488903 + -46.44451504930013 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  25.5914 * tfactors.T9i * tfactors.T9i
+        dln_set_rate_dT9 =  46.44451504930013 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
     }
 
@@ -5832,13 +6666,13 @@ void rate_He4_S32_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amr
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -57.395 + -22.1894 * tfactors.T9i + 25.5338 * tfactors.T913
-                         + 6.45824 * tfactors.T9 + -0.950294 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  25.161140793511095 + -46.19863104930013 * tfactors.T9i + -16.6979 * tfactors.T913i
+                         + -3.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  22.1894 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 25.5338 * tfactors.T923i
-                                  + 6.45824 + (5.0/3.0) * -0.950294 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  46.19863104930013 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -16.6979 * tfactors.T943i
+                                  + (5.0/3.0) * -3.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5849,13 +6683,13 @@ void rate_He4_S32_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amr
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  32.2544 + -21.6564 * tfactors.T9i + -30.9147 * tfactors.T913i + -1.2345 * tfactors.T913
-                         + 22.5118 * tfactors.T9 + -33.0589 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  7.137560793511096 + -51.52198104930013 * tfactors.T9i + 11.6568 * tfactors.T913
+                         + -2.16303 * tfactors.T9 + 0.209965 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  21.6564 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -30.9147 * tfactors.T943i + (1.0/3.0) * -1.2345 * tfactors.T923i
-                                  + 22.5118 + (5.0/3.0) * -33.0589 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  51.52198104930013 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 11.6568 * tfactors.T923i
+                                  + -2.16303 + (5.0/3.0) * 0.209965 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5866,13 +6700,44 @@ void rate_He4_S32_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amr
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real O18_pf, dO18_pf_dT;
+    // interpolating O18 partition function
+    get_partition_function_cached(O18, tfactors, pf_cache, O18_pf, dO18_pf_dT);
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real N15_pf, dN15_pf_dT;
+    // setting N15 partition function to 1.0 by default, independent of T
+    N15_pf = 1.0_rt;
+    dN15_pf_dT = 0.0_rt;
+
+    amrex::Real z_r = p_pf * O18_pf;
+    amrex::Real z_p = He4_pf * N15_pf;
+
+    amrex::Real dz_r_dT = O18_pf * dp_pf_dT + p_pf * dO18_pf_dT;
+    amrex::Real dz_p_dT = N15_pf * dHe4_pf_dT + He4_pf * dN15_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Cl35_to_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_O15_to_p_F18_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Cl35 + p --> Ar36
+    // O15 + He4 --> p + F18
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -5881,13 +6746,13 @@ void rate_p_Cl35_to_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10r
-    ln_set_rate =  -9.03294 + -2.00996 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  61.29845308217921 + -33.44596190458904 * tfactors.T9i + -21.4023 * tfactors.T913i + -80.8891 * tfactors.T913
+                         + 134.6 * tfactors.T9 + -126.504 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  2.00996 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  33.44596190458904 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -21.4023 * tfactors.T943i + (1.0/3.0) * -80.8891 * tfactors.T923i
+                                  + 134.6 + (5.0/3.0) * -126.504 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5898,13 +6763,13 @@ void rate_p_Cl35_to_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -42.5249 + -0.564651 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  1.0496930821792043 + -36.46271190458904 * tfactors.T9i + 13.3223 * tfactors.T913
+                         + -1.36696 * tfactors.T9 + 0.0757363 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  0.564651 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  36.46271190458904 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 13.3223 * tfactors.T923i
+                                  + -1.36696 + (5.0/3.0) * 0.0757363 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5915,13 +6780,13 @@ void rate_p_Cl35_to_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  35.6868 + -27.8971 * tfactors.T913i + -16.2304 * tfactors.T913
-                         + 35.255 * tfactors.T9 + -25.8411 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  -32.4461469178208 + -33.82239390458904 * tfactors.T9i + 61.738 * tfactors.T913
+                         + -108.29 * tfactors.T9 + -34.2365 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -27.8971 * tfactors.T943i + (1.0/3.0) * -16.2304 * tfactors.T923i
-                                  + 35.255 + (5.0/3.0) * -25.8411 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  33.82239390458904 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 61.738 * tfactors.T923i
+                                  + -108.29 + (5.0/3.0) * -34.2365 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5932,30 +6797,43 @@ void rate_p_Cl35_to_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -7.84699 + -3.65092 * tfactors.T9i + 18.0179 * tfactors.T913
-                         + -2.86304 * tfactors.T9 + 0.250854 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  3.65092 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0179 * tfactors.T923i
-                                  + -2.86304 + (5.0/3.0) * 0.250854 * tfactors.T923 + -1.5 * tfactors.T9i;
-    }
+    amrex::Real O15_pf, dO15_pf_dT;
+    // interpolating O15 partition function
+    get_partition_function_cached(O15, tfactors, pf_cache, O15_pf, dO15_pf_dT);
 
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real F18_pf, dF18_pf_dT;
+    // interpolating F18 partition function
+    get_partition_function_cached(F18, tfactors, pf_cache, F18_pf, dF18_pf_dT);
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real z_r = p_pf * F18_pf;
+    amrex::Real z_p = He4_pf * O15_pf;
+
+    amrex::Real dz_r_dT = F18_pf * dp_pf_dT + p_pf * dF18_pf_dT;
+    amrex::Real dz_p_dT = O15_pf * dHe4_pf_dT + He4_pf * dO15_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
 
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ar36_to_He4_S32_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_O16_to_He4_N13_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Ar36 --> He4 + S32
+    // O16 + p --> He4 + N13
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -5964,13 +6842,13 @@ void rate_Ar36_to_He4_S32_removed(const tf_t& tfactors, amrex::Real& rate, amrex
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // ths8r
-    ln_set_rate =  73.8164 + -77.0627 * tfactors.T9i + -65.3709 * tfactors.T913i + 5.68294 * tfactors.T913
-                         + -5.00388 * tfactors.T9 + 0.571407 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    // cf88n
+    ln_set_rate =  42.232382494512464 + -60.55237555926846 * tfactors.T9i + -35.829 * tfactors.T913i + -0.530275 * tfactors.T913
+                         + -0.982462 * tfactors.T9 + 0.0808059 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  77.0627 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -65.3709 * tfactors.T943i + (1.0/3.0) * 5.68294 * tfactors.T923i
-                                  + -5.00388 + (5.0/3.0) * 0.571407 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  60.55237555926846 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -35.829 * tfactors.T943i + (1.0/3.0) * -0.530275 * tfactors.T923i
+                                  + -0.982462 + (5.0/3.0) * 0.0808059 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5981,13 +6859,44 @@ void rate_Ar36_to_He4_S32_removed(const tf_t& tfactors, amrex::Real& rate, amrex
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real O16_pf, dO16_pf_dT;
+    // interpolating O16 partition function
+    get_partition_function_cached(O16, tfactors, pf_cache, O16_pf, dO16_pf_dT);
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real N13_pf, dN13_pf_dT;
+    // setting N13 partition function to 1.0 by default, independent of T
+    N13_pf = 1.0_rt;
+    dN13_pf_dT = 0.0_rt;
+
+    amrex::Real z_r = He4_pf * N13_pf;
+    amrex::Real z_p = p_pf * O16_pf;
+
+    amrex::Real dz_r_dT = N13_pf * dHe4_pf_dT + He4_pf * dN13_pf_dT;
+    amrex::Real dz_p_dT = O16_pf * dp_pf_dT + p_pf * dO16_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ar36_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_O16_to_p_F19_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Ar36 --> p + Cl35
+    // O16 + He4 --> p + F19
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -5996,13 +6905,13 @@ void rate_Ar36_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10n
-    ln_set_rate =  60.7366 + -98.7191 * tfactors.T9i + -27.8971 * tfactors.T913i + -16.2304 * tfactors.T913
-                         + 35.255 * tfactors.T9 + -25.8411 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    // nacrc
+    ln_set_rate =  7.803628204830044 + -96.62734003984369 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  98.7191 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -27.8971 * tfactors.T943i + (1.0/3.0) * -16.2304 * tfactors.T923i
-                                  + 35.255 + (5.0/3.0) * -25.8411 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  96.62734003984369 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6013,13 +6922,13 @@ void rate_Ar36_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  17.2028 + -102.37 * tfactors.T9i + 18.0179 * tfactors.T913
-                         + -2.86304 * tfactors.T9 + 0.250854 * tfactors.T953;
+    // nacrc
+    ln_set_rate =  -53.13967179516996 + -94.2867100398437 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  102.37 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0179 * tfactors.T923i
-                                  + -2.86304 + (5.0/3.0) * 0.250854 * tfactors.T923;
+        dln_set_rate_dT9 =  94.2867100398437 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6030,11 +6939,13 @@ void rate_Ar36_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  16.0169 + -100.729 * tfactors.T9i;
+    // nacrc
+    ln_set_rate =  25.856228204830042 + -94.1590600398437 * tfactors.T9i + -18.116 * tfactors.T913i
+                         + 1.86674 * tfactors.T9 + -7.5666 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  100.729 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  94.1590600398437 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -18.116 * tfactors.T943i
+                                  + 1.86674 + (5.0/3.0) * -7.5666 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6045,11 +6956,30 @@ void rate_Ar36_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -17.4751 + -99.2838 * tfactors.T9i;
+    // nacrc
+    ln_set_rate =  13.923228204830043 + -97.4450600398437 * tfactors.T9i
+                         + -0.21103 * tfactors.T9 + 2.87702 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  99.2838 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  97.4450600398437 * tfactors.T9i * tfactors.T9i
+                                  + -0.21103 + 2.87702 * tfactors.T9i;
+    }
+
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
+    // nacrc
+    ln_set_rate =  14.760128204830043 + -97.9109100398437 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
+
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  97.9109100398437 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6060,28 +6990,58 @@ void rate_Ar36_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real O16_pf, dO16_pf_dT;
+    // interpolating O16 partition function
+    get_partition_function_cached(O16, tfactors, pf_cache, O16_pf, dO16_pf_dT);
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real F19_pf, dF19_pf_dT;
+    // interpolating F19 partition function
+    get_partition_function_cached(F19, tfactors, pf_cache, F19_pf, dF19_pf_dT);
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real z_r = p_pf * F19_pf;
+    amrex::Real z_p = He4_pf * O16_pf;
+
+    amrex::Real dz_r_dT = F19_pf * dp_pf_dT + p_pf * dF19_pf_dT;
+    amrex::Real dz_p_dT = O16_pf * dHe4_pf_dT + He4_pf * dO16_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Cl35_to_He4_S32_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_F17_to_He4_O14_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Cl35 + p --> He4 + S32
+    // F17 + p --> He4 + O14
 
     rate = 0.0;
     drate_dT = 0.0;
 
     amrex::Real ln_set_rate{0.0};
     amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
-
-    // il10r
-    ln_set_rate =  2.29121 + -6.00976 * tfactors.T9i + 5.33756 * tfactors.T913
-                         + 1.64418 * tfactors.T9 + -0.246167 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    amrex::Real set_rate{0.0};
+
+    // Ha96c
+    ln_set_rate =  40.13910087023039 + -13.832585601120737 * tfactors.T9i + -39.388 * tfactors.T913i + -17.4673 * tfactors.T913
+                         + 35.3029 * tfactors.T9 + -24.8162 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  6.00976 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 5.33756 * tfactors.T923i
-                                  + 1.64418 + (5.0/3.0) * -0.246167 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  13.832585601120737 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -39.388 * tfactors.T943i + (1.0/3.0) * -17.4673 * tfactors.T923i
+                                  + 35.3029 + (5.0/3.0) * -24.8162 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6092,12 +7052,12 @@ void rate_p_Cl35_to_He4_S32_removed(const tf_t& tfactors, amrex::Real& rate, amr
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -1.01202 + -3.93495 * tfactors.T9i
+    // Ha96c
+    ln_set_rate =  15.6120008702304 + -36.34258560112074 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  3.93495 * tfactors.T9i * tfactors.T9i
+        dln_set_rate_dT9 =  36.34258560112074 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
     }
 
@@ -6109,13 +7069,13 @@ void rate_p_Cl35_to_He4_S32_removed(const tf_t& tfactors, amrex::Real& rate, amr
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -57.5294 + -0.532931 * tfactors.T9i + 25.5338 * tfactors.T913
-                         + 6.45824 * tfactors.T9 + -0.950294 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // Ha96c
+    ln_set_rate =  10.421700870230397 + -27.432585601120735 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  0.532931 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 25.5338 * tfactors.T923i
-                                  + 6.45824 + (5.0/3.0) * -0.950294 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  27.432585601120735 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6126,13 +7086,13 @@ void rate_p_Cl35_to_He4_S32_removed(const tf_t& tfactors, amrex::Real& rate, amr
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  32.12 + -30.9147 * tfactors.T913i + -1.2345 * tfactors.T913
-                         + 22.5118 * tfactors.T9 + -33.0589 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // Ha96c
+    ln_set_rate =  -106.78769912976959 + -14.285621601120738 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -30.9147 * tfactors.T943i + (1.0/3.0) * -1.2345 * tfactors.T923i
-                                  + 22.5118 + (5.0/3.0) * -33.0589 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  14.285621601120738 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6143,28 +7103,30 @@ void rate_p_Cl35_to_He4_S32_removed(const tf_t& tfactors, amrex::Real& rate, amr
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
-
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Ar36_to_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    // Ar36 + He4 --> Ca40
+    // Ha96c
+    ln_set_rate =  11.432200870230398 + -25.854885601120735 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
-    rate = 0.0;
-    drate_dT = 0.0;
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  25.854885601120735 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
+    }
 
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
 
-    // ths8r
-    ln_set_rate =  52.3486 + -71.0046 * tfactors.T913i + 4.0656 * tfactors.T913
-                         + -5.26509 * tfactors.T9 + 0.683546 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // Ha96c
+    ln_set_rate =  17.9551008702304 + -39.83258560112074 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -71.0046 * tfactors.T943i + (1.0/3.0) * 4.0656 * tfactors.T923i
-                                  + -5.26509 + (5.0/3.0) * 0.683546 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  39.83258560112074 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6175,13 +7137,43 @@ void rate_He4_Ar36_to_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amre
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real O14_pf, dO14_pf_dT;
+    // interpolating O14 partition function
+    get_partition_function_cached(O14, tfactors, pf_cache, O14_pf, dO14_pf_dT);
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real F17_pf, dF17_pf_dT;
+    // interpolating F17 partition function
+    get_partition_function_cached(F17, tfactors, pf_cache, F17_pf, dF17_pf_dT);
+
+    amrex::Real z_r = He4_pf * O14_pf;
+    amrex::Real z_p = p_pf * F17_pf;
+
+    amrex::Real dz_r_dT = O14_pf * dHe4_pf_dT + He4_pf * dO14_pf_dT;
+    amrex::Real dz_p_dT = F17_pf * dp_pf_dT + p_pf * dF17_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Ar36_to_p_K39_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_F17_to_p_Ne20_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Ar36 + He4 --> p + K39
+    // F17 + He4 --> p + Ne20
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -6190,13 +7182,13 @@ void rate_He4_Ar36_to_p_K39_removed(const tf_t& tfactors, amrex::Real& rate, amr
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // ths8r
-    ln_set_rate =  20.6367 + -14.9533 * tfactors.T9i + -30.0732 * tfactors.T913i + 7.03263 * tfactors.T913
-                         + -1.10085 * tfactors.T9 + 0.133768 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // nacr 
+    ln_set_rate =  38.62872456389872 + 5.984280926440988e-05 * tfactors.T9i + -43.18 * tfactors.T913i + 4.46827 * tfactors.T913
+                         + -1.63915 * tfactors.T9 + 0.123483 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  14.9533 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -30.0732 * tfactors.T943i + (1.0/3.0) * 7.03263 * tfactors.T923i
-                                  + -1.10085 + (5.0/3.0) * 0.133768 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  -5.984280926440988e-05 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -43.18 * tfactors.T943i + (1.0/3.0) * 4.46827 * tfactors.T923i
+                                  + -1.63915 + (5.0/3.0) * 0.123483 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6207,13 +7199,43 @@ void rate_He4_Ar36_to_p_K39_removed(const tf_t& tfactors, amrex::Real& rate, amr
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real F17_pf, dF17_pf_dT;
+    // interpolating F17 partition function
+    get_partition_function_cached(F17, tfactors, pf_cache, F17_pf, dF17_pf_dT);
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real Ne20_pf, dNe20_pf_dT;
+    // interpolating Ne20 partition function
+    get_partition_function_cached(Ne20, tfactors, pf_cache, Ne20_pf, dNe20_pf_dT);
+
+    amrex::Real z_r = p_pf * Ne20_pf;
+    amrex::Real z_p = He4_pf * F17_pf;
+
+    amrex::Real dz_r_dT = Ne20_pf * dp_pf_dT + p_pf * dNe20_pf_dT;
+    amrex::Real dz_p_dT = F17_pf * dHe4_pf_dT + He4_pf * dF17_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_K39_to_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_Ne20_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // K39 + p --> Ca40
+    // Ne20 + He4 --> p + Na23
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -6222,13 +7244,13 @@ void rate_p_K39_to_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // lo18r
-    ln_set_rate =  2761.38 + -5.22234 * tfactors.T9i + 802.18 * tfactors.T913i + -4010.27 * tfactors.T913
-                         + 1136.19 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  -6.377717086437262 + -29.88961364462334 * tfactors.T9i + 19.7297 * tfactors.T913
+                         + -2.20987 * tfactors.T9 + 0.153374 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  5.22234 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 802.18 * tfactors.T943i + (1.0/3.0) * -4010.27 * tfactors.T923i
-                                  + 1136.19 * tfactors.T9i;
+        dln_set_rate_dT9 =  29.88961364462334 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 19.7297 * tfactors.T923i
+                                  + -2.20987 + (5.0/3.0) * 0.153374 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6239,13 +7261,13 @@ void rate_p_K39_to_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // lo18r
-    ln_set_rate =  588.099 + -12.5647 * tfactors.T9i + 641.844 * tfactors.T913i + -1248.49 * tfactors.T913
-                         + 564.926 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  0.227472413562738 + -29.434873644623337 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  12.5647 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 641.844 * tfactors.T943i + (1.0/3.0) * -1248.49 * tfactors.T923i
-                                  + 564.926 * tfactors.T9i;
+        dln_set_rate_dT9 =  29.434873644623337 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6256,13 +7278,13 @@ void rate_p_K39_to_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // lo18r
-    ln_set_rate =  102.252 + -1.66508 * tfactors.T9i + 41.1723 * tfactors.T913i + -149.299 * tfactors.T913
-                         + 10.5229 * tfactors.T9 + -0.68208 * tfactors.T953 + 59.2367 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  19.18524291356274 + -27.573843644623338 * tfactors.T9i + -20.0024 * tfactors.T913i + 11.5988 * tfactors.T913
+                         + -1.37398 * tfactors.T9 + -1.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  1.66508 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 41.1723 * tfactors.T943i + (1.0/3.0) * -149.299 * tfactors.T923i
-                                  + 10.5229 + (5.0/3.0) * -0.68208 * tfactors.T923 + 59.2367 * tfactors.T9i;
+        dln_set_rate_dT9 =  27.573843644623338 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -20.0024 * tfactors.T943i + (1.0/3.0) * 11.5988 * tfactors.T923i
+                                  + -1.37398 + (5.0/3.0) * -1.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6273,45 +7295,43 @@ void rate_p_K39_to_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
 
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ca40_to_He4_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+    amrex::Real Na23_pf, dNa23_pf_dT;
+    // interpolating Na23 partition function
+    get_partition_function_cached(Na23, tfactors, pf_cache, Na23_pf, dNa23_pf_dT);
 
-    // Ca40 --> He4 + Ar36
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
 
-    rate = 0.0;
-    drate_dT = 0.0;
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
 
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
+    amrex::Real Ne20_pf, dNe20_pf_dT;
+    // interpolating Ne20 partition function
+    get_partition_function_cached(Ne20, tfactors, pf_cache, Ne20_pf, dNe20_pf_dT);
 
-    // ths8r
-    ln_set_rate =  77.2826 + -81.6916 * tfactors.T9i + -71.0046 * tfactors.T913i + 4.0656 * tfactors.T913
-                         + -5.26509 * tfactors.T9 + 0.683546 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    amrex::Real z_r = p_pf * Na23_pf;
+    amrex::Real z_p = He4_pf * Ne20_pf;
 
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  81.6916 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -71.0046 * tfactors.T943i + (1.0/3.0) * 4.0656 * tfactors.T923i
-                                  + -5.26509 + (5.0/3.0) * 0.683546 * tfactors.T923 + 0.833333 * tfactors.T9i;
-    }
+    amrex::Real dz_r_dT = Na23_pf * dp_pf_dT + p_pf * dNa23_pf_dT;
+    amrex::Real dz_p_dT = Ne20_pf * dHe4_pf_dT + He4_pf * dNe20_pf_dT;
 
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
 
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ca40_to_p_K39_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_Ne21_to_He4_F18_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Ca40 --> p + K39
+    // Ne21 + p --> He4 + F18
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -6320,13 +7340,13 @@ void rate_Ca40_to_p_K39_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // lo18r
-    ln_set_rate =  613.153 + -109.213 * tfactors.T9i + 641.844 * tfactors.T913i + -1248.49 * tfactors.T913
-                         + 566.426 * tfactors.lnT9;
+    // rpsmr
+    ln_set_rate =  50.65368626892722 + -22.049056049959066 * tfactors.T9i + 21.4461 * tfactors.T913i + -73.252 * tfactors.T913
+                         + 2.42329 * tfactors.T9 + -0.077278 * tfactors.T953 + 40.7604 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  109.213 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 641.844 * tfactors.T943i + (1.0/3.0) * -1248.49 * tfactors.T923i
-                                  + 566.426 * tfactors.T9i;
+        dln_set_rate_dT9 =  22.049056049959066 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.4461 * tfactors.T943i + (1.0/3.0) * -73.252 * tfactors.T923i
+                                  + 2.42329 + (5.0/3.0) * -0.077278 * tfactors.T923 + 40.7604 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6337,47 +7357,43 @@ void rate_Ca40_to_p_K39_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // lo18r
-    ln_set_rate =  127.306 + -98.3134 * tfactors.T9i + 41.1723 * tfactors.T913i + -149.299 * tfactors.T913
-                         + 10.5229 * tfactors.T9 + -0.68208 * tfactors.T953 + 60.7367 * tfactors.lnT9;
 
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  98.3134 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 41.1723 * tfactors.T943i + (1.0/3.0) * -149.299 * tfactors.T923i
-                                  + 10.5229 + (5.0/3.0) * -0.68208 * tfactors.T923 + 60.7367 * tfactors.T9i;
-    }
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
 
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
+    amrex::Real Ne21_pf, dNe21_pf_dT;
+    // interpolating Ne21 partition function
+    get_partition_function_cached(Ne21, tfactors, pf_cache, Ne21_pf, dNe21_pf_dT);
 
-    // lo18r
-    ln_set_rate =  2786.44 + -101.871 * tfactors.T9i + 802.18 * tfactors.T913i + -4010.27 * tfactors.T913
-                         + 1137.69 * tfactors.lnT9;
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
 
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  101.871 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 802.18 * tfactors.T943i + (1.0/3.0) * -4010.27 * tfactors.T923i
-                                  + 1137.69 * tfactors.T9i;
-    }
+    amrex::Real F18_pf, dF18_pf_dT;
+    // interpolating F18 partition function
+    get_partition_function_cached(F18, tfactors, pf_cache, F18_pf, dF18_pf_dT);
 
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
+    amrex::Real z_r = He4_pf * F18_pf;
+    amrex::Real z_p = p_pf * Ne21_pf;
+
+    amrex::Real dz_r_dT = F18_pf * dHe4_pf_dT + He4_pf * dF18_pf_dT;
+    amrex::Real dz_p_dT = Ne21_pf * dp_pf_dT + p_pf * dNe21_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
 
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_K39_to_He4_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_Na22_to_He4_Ne19_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // K39 + p --> He4 + Ar36
+    // Na22 + p --> He4 + Ne19
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -6387,12 +7403,12 @@ void rate_p_K39_to_He4_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amr
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  20.5166 + -30.0732 * tfactors.T913i + 7.03263 * tfactors.T913
-                         + -1.10085 * tfactors.T9 + 0.133768 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    ln_set_rate =  43.10102618133671 + -24.01926369875145 * tfactors.T9i + -46.6346 * tfactors.T913i + 0.866532 * tfactors.T913
+                         + -0.893541 * tfactors.T9 + 0.0747971 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -30.0732 * tfactors.T943i + (1.0/3.0) * 7.03263 * tfactors.T923i
-                                  + -1.10085 + (5.0/3.0) * 0.133768 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  24.01926369875145 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -46.6346 * tfactors.T943i + (1.0/3.0) * 0.866532 * tfactors.T923i
+                                  + -0.893541 + (5.0/3.0) * 0.0747971 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6403,13 +7419,43 @@ void rate_p_K39_to_He4_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amr
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real Na22_pf, dNa22_pf_dT;
+    // interpolating Na22 partition function
+    get_partition_function_cached(Na22, tfactors, pf_cache, Na22_pf, dNa22_pf_dT);
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real Ne19_pf, dNe19_pf_dT;
+    // interpolating Ne19 partition function
+    get_partition_function_cached(Ne19, tfactors, pf_cache, Ne19_pf, dNe19_pf_dT);
+
+    amrex::Real z_r = He4_pf * Ne19_pf;
+    amrex::Real z_p = p_pf * Na22_pf;
+
+    amrex::Real dz_r_dT = Ne19_pf * dHe4_pf_dT + He4_pf * dNe19_pf_dT;
+    amrex::Real dz_p_dT = Na22_pf * dp_pf_dT + p_pf * dNa22_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Ca40_to_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_Mg24_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Ca40 + He4 --> Ti44
+    // Mg24 + He4 --> p + Al27
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -6418,13 +7464,13 @@ void rate_He4_Ca40_to_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // chw0 
-    ln_set_rate =  53.75 + -76.4273 * tfactors.T913i + 3.87451 * tfactors.T913
-                         + -3.61477 * tfactors.T9 + 0.367451 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  -6.445750338407261 + -22.82086933218981 * tfactors.T9i + 18.0416 * tfactors.T913
+                         + -1.54137 * tfactors.T9 + 0.0847506 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -76.4273 * tfactors.T943i + (1.0/3.0) * 3.87451 * tfactors.T923i
-                                  + -3.61477 + (5.0/3.0) * 0.367451 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  22.82086933218981 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0416 * tfactors.T923i
+                                  + -1.54137 + (5.0/3.0) * 0.0847506 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6435,28 +7481,30 @@ void rate_He4_Ca40_to_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amre
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
-
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Ca40_to_p_Sc43_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    // Ca40 + He4 --> p + Sc43
+    // il10c
+    ln_set_rate =  -26.286160338407264 + -19.54138133218981 * tfactors.T9i + 5.18642 * tfactors.T913i + -34.7936 * tfactors.T913
+                         + 168.225 * tfactors.T9 + -115.825 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
-    rate = 0.0;
-    drate_dT = 0.0;
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  19.54138133218981 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 5.18642 * tfactors.T943i + (1.0/3.0) * -34.7936 * tfactors.T923i
+                                  + 168.225 + (5.0/3.0) * -115.825 * tfactors.T923 + -1.5 * tfactors.T9i;
+    }
 
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
 
-    // ths8r
-    ln_set_rate =  35.6575 + -40.8757 * tfactors.T9i + -32.1734 * tfactors.T913i + 0.0296879 * tfactors.T913
-                         + -0.95232 * tfactors.T9 + 0.129022 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  30.03973966159274 + -18.578369332189812 * tfactors.T9i + -26.4162 * tfactors.T913i
+                         + -2.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  40.8757 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * 0.0296879 * tfactors.T923i
-                                  + -0.95232 + (5.0/3.0) * 0.129022 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  18.578369332189812 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -26.4162 * tfactors.T943i
+                                  + (5.0/3.0) * -2.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6467,13 +7515,43 @@ void rate_He4_Ca40_to_p_Sc43_removed(const tf_t& tfactors, amrex::Real& rate, am
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real Al27_pf, dAl27_pf_dT;
+    // interpolating Al27 partition function
+    get_partition_function_cached(Al27, tfactors, pf_cache, Al27_pf, dAl27_pf_dT);
+
+    amrex::Real Mg24_pf, dMg24_pf_dT;
+    // interpolating Mg24 partition function
+    get_partition_function_cached(Mg24, tfactors, pf_cache, Mg24_pf, dMg24_pf_dT);
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real z_r = p_pf * Al27_pf;
+    amrex::Real z_p = He4_pf * Mg24_pf;
+
+    amrex::Real dz_r_dT = Al27_pf * dp_pf_dT + p_pf * dAl27_pf_dT;
+    amrex::Real dz_p_dT = Mg24_pf * dHe4_pf_dT + He4_pf * dMg24_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Sc43_to_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_Si28_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Sc43 + p --> Ti44
+    // Si28 + He4 --> p + P31
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -6482,13 +7560,13 @@ void rate_p_Sc43_to_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // ths8r
-    ln_set_rate =  36.8432 + -32.1734 * tfactors.T913i + -1.77078 * tfactors.T913
-                         + -2.21706 * tfactors.T9 + 0.298499 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  -11.433473139095032 + -25.65965858572089 * tfactors.T9i + 21.521 * tfactors.T913
+                         + -1.90355 * tfactors.T9 + 0.092724 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * -1.77078 * tfactors.T923i
-                                  + -2.21706 + (5.0/3.0) * 0.298499 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  25.65965858572089 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 21.521 * tfactors.T923i
+                                  + -1.90355 + (5.0/3.0) * 0.092724 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6499,28 +7577,30 @@ void rate_p_Sc43_to_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
-
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ti44_to_He4_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    // Ti44 --> He4 + Ca40
+    // il10c
+    ln_set_rate =  -13.459473139095032 + -24.11106858572089 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
-    rate = 0.0;
-    drate_dT = 0.0;
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  24.11106858572089 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
+    }
 
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
 
-    // chw0 
-    ln_set_rate =  78.6991 + -59.4974 * tfactors.T9i + -76.4273 * tfactors.T913i + 3.87451 * tfactors.T913
-                         + -3.61477 * tfactors.T9 + 0.367451 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  60.342426860904965 + -22.23390858572089 * tfactors.T9i + -31.932 * tfactors.T913i + -77.0334 * tfactors.T913
+                         + -43.6847 * tfactors.T9 + -4.28955 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  59.4974 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -76.4273 * tfactors.T943i + (1.0/3.0) * 3.87451 * tfactors.T923i
-                                  + -3.61477 + (5.0/3.0) * 0.367451 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  22.23390858572089 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -31.932 * tfactors.T943i + (1.0/3.0) * -77.0334 * tfactors.T923i
+                                  + -43.6847 + (5.0/3.0) * -4.28955 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6531,13 +7611,43 @@ void rate_Ti44_to_He4_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amre
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real P31_pf, dP31_pf_dT;
+    // interpolating P31 partition function
+    get_partition_function_cached(P31, tfactors, pf_cache, P31_pf, dP31_pf_dT);
+
+    amrex::Real Si28_pf, dSi28_pf_dT;
+    // interpolating Si28 partition function
+    get_partition_function_cached(Si28, tfactors, pf_cache, Si28_pf, dSi28_pf_dT);
+
+    amrex::Real z_r = p_pf * P31_pf;
+    amrex::Real z_p = He4_pf * Si28_pf;
+
+    amrex::Real dz_r_dT = P31_pf * dp_pf_dT + p_pf * dP31_pf_dT;
+    amrex::Real dz_p_dT = Si28_pf * dHe4_pf_dT + He4_pf * dSi28_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ti44_to_p_Sc43_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_S32_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Ti44 --> p + Sc43
+    // S32 + He4 --> p + Cl35
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -6546,13 +7656,13 @@ void rate_Ti44_to_p_Sc43_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // ths8r
-    ln_set_rate =  62.5939 + -100.373 * tfactors.T9i + -32.1734 * tfactors.T913i + -1.77078 * tfactors.T913
-                         + -2.21706 * tfactors.T9 + 0.298499 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  2.425628238034531 + -27.66622776398283 * tfactors.T9i + 5.33756 * tfactors.T913
+                         + 1.64418 * tfactors.T9 + -0.246167 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  100.373 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * -1.77078 * tfactors.T923i
-                                  + -2.21706 + (5.0/3.0) * 0.298499 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  27.66622776398283 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 5.33756 * tfactors.T923i
+                                  + 1.64418 + (5.0/3.0) * -0.246167 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6563,28 +7673,13 @@ void rate_Ti44_to_p_Sc43_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
-
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Sc43_to_He4_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    // Sc43 + p --> He4 + Ca40
-
-    rate = 0.0;
-    drate_dT = 0.0;
-
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
-
-    // ths8r
-    ln_set_rate =  34.8559 + -32.1734 * tfactors.T913i + 0.0296879 * tfactors.T913
-                         + -0.95232 * tfactors.T9 + 0.129022 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  -0.877601761965469 + -25.59141776398283 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * 0.0296879 * tfactors.T923i
-                                  + -0.95232 + (5.0/3.0) * 0.129022 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  25.59141776398283 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6595,28 +7690,30 @@ void rate_p_Sc43_to_He4_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, am
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
-
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Ti44_to_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    // Ti44 + He4 --> Cr48
+    // il10c
+    ln_set_rate =  -57.39498176196547 + -22.18939876398283 * tfactors.T9i + 25.5338 * tfactors.T913
+                         + 6.45824 * tfactors.T9 + -0.950294 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
-    rate = 0.0;
-    drate_dT = 0.0;
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  22.18939876398283 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 25.5338 * tfactors.T923i
+                                  + 6.45824 + (5.0/3.0) * -0.950294 * tfactors.T923 + -1.5 * tfactors.T9i;
+    }
 
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
 
-    // ths8r
-    ln_set_rate =  64.7958 + -81.667 * tfactors.T913i + -10.6333 * tfactors.T913
-                         + -0.672613 * tfactors.T9 + 0.161209 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  32.25441823803453 + -21.65646776398283 * tfactors.T9i + -30.9147 * tfactors.T913i + -1.2345 * tfactors.T913
+                         + 22.5118 * tfactors.T9 + -33.0589 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -81.667 * tfactors.T943i + (1.0/3.0) * -10.6333 * tfactors.T923i
-                                  + -0.672613 + (5.0/3.0) * 0.161209 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  21.65646776398283 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -30.9147 * tfactors.T943i + (1.0/3.0) * -1.2345 * tfactors.T923i
+                                  + 22.5118 + (5.0/3.0) * -33.0589 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6627,13 +7724,43 @@ void rate_He4_Ti44_to_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amre
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real Cl35_pf, dCl35_pf_dT;
+    // interpolating Cl35 partition function
+    get_partition_function_cached(Cl35, tfactors, pf_cache, Cl35_pf, dCl35_pf_dT);
+
+    amrex::Real S32_pf, dS32_pf_dT;
+    // interpolating S32 partition function
+    get_partition_function_cached(S32, tfactors, pf_cache, S32_pf, dS32_pf_dT);
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real z_r = p_pf * Cl35_pf;
+    amrex::Real z_p = He4_pf * S32_pf;
+
+    amrex::Real dz_r_dT = Cl35_pf * dp_pf_dT + p_pf * dCl35_pf_dT;
+    amrex::Real dz_p_dT = S32_pf * dHe4_pf_dT + He4_pf * dS32_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Ti44_to_p_V47_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Ar36_to_He4_S32_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Ti44 + He4 --> p + V47
+    // Ar36 --> He4 + S32
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -6642,13 +7769,13 @@ void rate_He4_Ti44_to_p_V47_removed(const tf_t& tfactors, amrex::Real& rate, amr
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // chw0r
-    ln_set_rate =  -76.5154 + -10.7931 * tfactors.T9i + 70.2835 * tfactors.T913
-                         + -7.99061 * tfactors.T9 + 0.486213 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // ths8r
+    ln_set_rate =  73.81637663285039 + -77.06281976216322 * tfactors.T9i + -65.3709 * tfactors.T913i + 5.68294 * tfactors.T913
+                         + -5.00388 * tfactors.T9 + 0.571407 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  10.7931 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 70.2835 * tfactors.T923i
-                                  + -7.99061 + (5.0/3.0) * 0.486213 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  77.06281976216322 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -65.3709 * tfactors.T943i + (1.0/3.0) * 5.68294 * tfactors.T923i
+                                  + -5.00388 + (5.0/3.0) * 0.571407 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6659,13 +7786,38 @@ void rate_He4_Ti44_to_p_V47_removed(const tf_t& tfactors, amrex::Real& rate, amr
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real S32_pf, dS32_pf_dT;
+    // interpolating S32 partition function
+    get_partition_function_cached(S32, tfactors, pf_cache, S32_pf, dS32_pf_dT);
+
+    amrex::Real Ar36_pf, dAr36_pf_dT;
+    // interpolating Ar36 partition function
+    get_partition_function_cached(Ar36, tfactors, pf_cache, Ar36_pf, dAr36_pf_dT);
+
+    amrex::Real z_r = He4_pf * S32_pf;
+    amrex::Real z_p = Ar36_pf;
+
+    amrex::Real dz_r_dT = S32_pf * dHe4_pf_dT + He4_pf * dS32_pf_dT;
+    amrex::Real dz_p_dT = dAr36_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_V47_to_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Ar36_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // V47 + p --> Cr48
+    // Ar36 --> p + Cl35
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -6674,13 +7826,11 @@ void rate_p_V47_to_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // nfisn
-    ln_set_rate =  42.6798 + -6.0593 * tfactors.T9i + -34.0548 * tfactors.T913i + -3.41973 * tfactors.T913
-                         + 1.16501 * tfactors.T9 + -0.105543 * tfactors.T953 + -7.70886 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  16.01685487088493 + -100.72924752614605 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  6.0593 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -34.0548 * tfactors.T943i + (1.0/3.0) * -3.41973 * tfactors.T923i
-                                  + 1.16501 + (5.0/3.0) * -0.105543 * tfactors.T923 + -7.70886 * tfactors.T9i;
+        dln_set_rate_dT9 =  100.72924752614605 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6691,13 +7841,11 @@ void rate_p_V47_to_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // nfisn
-    ln_set_rate =  511.463 + -5.29491 * tfactors.T9i + 317.171 * tfactors.T913i + -911.679 * tfactors.T913
-                         + 94.4245 * tfactors.T9 + -10.1973 * tfactors.T953 + 330.727 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  -17.47510512911507 + -99.28393852614604 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  5.29491 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 317.171 * tfactors.T943i + (1.0/3.0) * -911.679 * tfactors.T923i
-                                  + 94.4245 + (5.0/3.0) * -10.1973 * tfactors.T923 + 330.727 * tfactors.T9i;
+        dln_set_rate_dT9 =  99.28393852614604 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6708,13 +7856,13 @@ void rate_p_V47_to_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // nfisn
-    ln_set_rate =  23.8315 + 0.246665 * tfactors.T9i + -45.9868 * tfactors.T913i + 13.6822 * tfactors.T913
-                         + -0.376902 * tfactors.T9 + -0.0194875 * tfactors.T953 + -8.42325 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  60.73659487088493 + -98.71928752614605 * tfactors.T9i + -27.8971 * tfactors.T913i + -16.2304 * tfactors.T913
+                         + 35.255 * tfactors.T9 + -25.8411 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  -0.246665 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -45.9868 * tfactors.T943i + (1.0/3.0) * 13.6822 * tfactors.T923i
-                                  + -0.376902 + (5.0/3.0) * -0.0194875 * tfactors.T923 + -8.42325 * tfactors.T9i;
+        dln_set_rate_dT9 =  98.71928752614605 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -27.8971 * tfactors.T943i + (1.0/3.0) * -16.2304 * tfactors.T923i
+                                  + 35.255 + (5.0/3.0) * -25.8411 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6725,13 +7873,13 @@ void rate_p_V47_to_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // nfisn
-    ln_set_rate =  40.5626 + -0.514414 * tfactors.T9i + -110.655 * tfactors.T913i + 83.0232 * tfactors.T913
-                         + -19.7762 * tfactors.T9 + 3.03961 * tfactors.T953 + -49.4742 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  17.202804870884933 + -102.37020752614605 * tfactors.T9i + 18.0179 * tfactors.T913
+                         + -2.86304 * tfactors.T9 + 0.250854 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  0.514414 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -110.655 * tfactors.T943i + (1.0/3.0) * 83.0232 * tfactors.T923i
-                                  + -19.7762 + (5.0/3.0) * 3.03961 * tfactors.T923 + -49.4742 * tfactors.T9i;
+        dln_set_rate_dT9 =  102.37020752614605 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0179 * tfactors.T923i
+                                  + -2.86304 + (5.0/3.0) * 0.250854 * tfactors.T923;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6742,13 +7890,38 @@ void rate_p_V47_to_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real Cl35_pf, dCl35_pf_dT;
+    // interpolating Cl35 partition function
+    get_partition_function_cached(Cl35, tfactors, pf_cache, Cl35_pf, dCl35_pf_dT);
+
+    amrex::Real Ar36_pf, dAr36_pf_dT;
+    // interpolating Ar36 partition function
+    get_partition_function_cached(Ar36, tfactors, pf_cache, Ar36_pf, dAr36_pf_dT);
+
+    amrex::Real z_r = p_pf * Cl35_pf;
+    amrex::Real z_p = Ar36_pf;
+
+    amrex::Real dz_r_dT = Cl35_pf * dp_pf_dT + p_pf * dCl35_pf_dT;
+    amrex::Real dz_p_dT = dAr36_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Cr48_to_He4_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_Ar36_to_p_K39_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Cr48 --> He4 + Ti44
+    // Ar36 + He4 --> p + K39
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -6758,12 +7931,12 @@ void rate_Cr48_to_He4_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  89.7573 + -89.3041 * tfactors.T9i + -81.667 * tfactors.T913i + -10.6333 * tfactors.T913
-                         + -0.672613 * tfactors.T9 + 0.161209 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    ln_set_rate =  20.636664061510302 + -14.953349961318928 * tfactors.T9i + -30.0732 * tfactors.T913i + 7.03263 * tfactors.T913
+                         + -1.10085 * tfactors.T9 + 0.133768 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  89.3041 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -81.667 * tfactors.T943i + (1.0/3.0) * -10.6333 * tfactors.T923i
-                                  + -0.672613 + (5.0/3.0) * 0.161209 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  14.953349961318928 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -30.0732 * tfactors.T943i + (1.0/3.0) * 7.03263 * tfactors.T923i
+                                  + -1.10085 + (5.0/3.0) * 0.133768 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6774,13 +7947,43 @@ void rate_Cr48_to_He4_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amre
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real K39_pf, dK39_pf_dT;
+    // interpolating K39 partition function
+    get_partition_function_cached(K39, tfactors, pf_cache, K39_pf, dK39_pf_dT);
+
+    amrex::Real Ar36_pf, dAr36_pf_dT;
+    // interpolating Ar36 partition function
+    get_partition_function_cached(Ar36, tfactors, pf_cache, Ar36_pf, dAr36_pf_dT);
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real z_r = p_pf * K39_pf;
+    amrex::Real z_p = He4_pf * Ar36_pf;
+
+    amrex::Real dz_r_dT = K39_pf * dp_pf_dT + p_pf * dK39_pf_dT;
+    amrex::Real dz_p_dT = Ar36_pf * dHe4_pf_dT + He4_pf * dAr36_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Cr48_to_p_V47_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Ca40_to_He4_Ar36_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Cr48 --> p + V47
+    // Ca40 --> He4 + Ar36
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -6789,13 +7992,13 @@ void rate_Cr48_to_p_V47_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // nfisn
-    ln_set_rate =  65.6231 + -94.5854 * tfactors.T9i + -110.655 * tfactors.T913i + 83.0232 * tfactors.T913
-                         + -19.7762 * tfactors.T9 + 3.03961 * tfactors.T953 + -47.9742 * tfactors.lnT9;
+    // ths8r
+    ln_set_rate =  77.28261041284823 + -81.69174599574632 * tfactors.T9i + -71.0046 * tfactors.T913i + 4.0656 * tfactors.T913
+                         + -5.26509 * tfactors.T9 + 0.683546 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  94.5854 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -110.655 * tfactors.T943i + (1.0/3.0) * 83.0232 * tfactors.T923i
-                                  + -19.7762 + (5.0/3.0) * 3.03961 * tfactors.T923 + -47.9742 * tfactors.T9i;
+        dln_set_rate_dT9 =  81.69174599574632 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -71.0046 * tfactors.T943i + (1.0/3.0) * 4.0656 * tfactors.T923i
+                                  + -5.26509 + (5.0/3.0) * 0.683546 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6806,13 +8009,53 @@ void rate_Cr48_to_p_V47_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // nfisn
-    ln_set_rate =  67.7403 + -100.13 * tfactors.T9i + -34.0548 * tfactors.T913i + -3.41973 * tfactors.T913
-                         + 1.16501 * tfactors.T9 + -0.105543 * tfactors.T953 + -6.20886 * tfactors.lnT9;
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real Ca40_pf, dCa40_pf_dT;
+    // interpolating Ca40 partition function
+    get_partition_function_cached(Ca40, tfactors, pf_cache, Ca40_pf, dCa40_pf_dT);
+
+    amrex::Real Ar36_pf, dAr36_pf_dT;
+    // interpolating Ar36 partition function
+    get_partition_function_cached(Ar36, tfactors, pf_cache, Ar36_pf, dAr36_pf_dT);
+
+    amrex::Real z_r = He4_pf * Ar36_pf;
+    amrex::Real z_p = Ca40_pf;
+
+    amrex::Real dz_r_dT = Ar36_pf * dHe4_pf_dT + He4_pf * dAr36_pf_dT;
+    amrex::Real dz_p_dT = dCa40_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
+}
+
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_Ca40_to_p_K39_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+
+    // Ca40 --> p + K39
+
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // lo18r
+    ln_set_rate =  2786.4340744743586 + -101.86662364079672 * tfactors.T9i + 802.18 * tfactors.T913i + -4010.27 * tfactors.T913
+                         + 1137.69 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  100.13 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -34.0548 * tfactors.T943i + (1.0/3.0) * -3.41973 * tfactors.T923i
-                                  + 1.16501 + (5.0/3.0) * -0.105543 * tfactors.T923 + -6.20886 * tfactors.T9i;
+        dln_set_rate_dT9 =  101.86662364079672 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 802.18 * tfactors.T943i + (1.0/3.0) * -4010.27 * tfactors.T923i
+                                  + 1137.69 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6823,13 +8066,13 @@ void rate_Cr48_to_p_V47_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // nfisn
-    ln_set_rate =  536.523 + -99.3659 * tfactors.T9i + 317.171 * tfactors.T913i + -911.679 * tfactors.T913
-                         + 94.4245 * tfactors.T9 + -10.1973 * tfactors.T953 + 332.227 * tfactors.lnT9;
+    // lo18r
+    ln_set_rate =  613.1530744743586 + -109.20898364079672 * tfactors.T9i + 641.844 * tfactors.T913i + -1248.49 * tfactors.T913
+                         + 566.426 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  99.3659 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 317.171 * tfactors.T943i + (1.0/3.0) * -911.679 * tfactors.T923i
-                                  + 94.4245 + (5.0/3.0) * -10.1973 * tfactors.T923 + 332.227 * tfactors.T9i;
+        dln_set_rate_dT9 =  109.20898364079672 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 641.844 * tfactors.T943i + (1.0/3.0) * -1248.49 * tfactors.T923i
+                                  + 566.426 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6840,13 +8083,13 @@ void rate_Cr48_to_p_V47_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // nfisn
-    ln_set_rate =  48.892 + -93.8243 * tfactors.T9i + -45.9868 * tfactors.T913i + 13.6822 * tfactors.T913
-                         + -0.376902 * tfactors.T9 + -0.0194875 * tfactors.T953 + -6.92325 * tfactors.lnT9;
+    // lo18r
+    ln_set_rate =  127.30607447435852 + -98.30936364079672 * tfactors.T9i + 41.1723 * tfactors.T913i + -149.299 * tfactors.T913
+                         + 10.5229 * tfactors.T9 + -0.68208 * tfactors.T953 + 60.7367 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  93.8243 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -45.9868 * tfactors.T943i + (1.0/3.0) * 13.6822 * tfactors.T923i
-                                  + -0.376902 + (5.0/3.0) * -0.0194875 * tfactors.T923 + -6.92325 * tfactors.T9i;
+        dln_set_rate_dT9 =  98.30936364079672 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 41.1723 * tfactors.T943i + (1.0/3.0) * -149.299 * tfactors.T923i
+                                  + 10.5229 + (5.0/3.0) * -0.68208 * tfactors.T923 + 60.7367 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6857,13 +8100,38 @@ void rate_Cr48_to_p_V47_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real Ca40_pf, dCa40_pf_dT;
+    // interpolating Ca40 partition function
+    get_partition_function_cached(Ca40, tfactors, pf_cache, Ca40_pf, dCa40_pf_dT);
+
+    amrex::Real K39_pf, dK39_pf_dT;
+    // interpolating K39 partition function
+    get_partition_function_cached(K39, tfactors, pf_cache, K39_pf, dK39_pf_dT);
+
+    amrex::Real z_r = p_pf * K39_pf;
+    amrex::Real z_p = Ca40_pf;
+
+    amrex::Real dz_r_dT = K39_pf * dp_pf_dT + p_pf * dK39_pf_dT;
+    amrex::Real dz_p_dT = dCa40_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_V47_to_He4_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_Ca40_to_p_Sc43_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // V47 + p --> He4 + Ti44
+    // Ca40 + He4 --> p + Sc43
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -6872,13 +8140,13 @@ void rate_p_V47_to_He4_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amr
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // chw0r
-    ln_set_rate =  -76.6143 + -6.02945 * tfactors.T9i + 70.2835 * tfactors.T913
-                         + -7.99061 * tfactors.T9 + 0.486213 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // ths8r
+    ln_set_rate =  35.65752817292938 + -40.87575463203665 * tfactors.T9i + -32.1734 * tfactors.T913i + 0.0296879 * tfactors.T913
+                         + -0.95232 * tfactors.T9 + 0.129022 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  6.02945 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 70.2835 * tfactors.T923i
-                                  + -7.99061 + (5.0/3.0) * 0.486213 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  40.87575463203665 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * 0.0296879 * tfactors.T923i
+                                  + -0.95232 + (5.0/3.0) * 0.129022 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6889,13 +8157,43 @@ void rate_p_V47_to_He4_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amr
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real Ca40_pf, dCa40_pf_dT;
+    // interpolating Ca40 partition function
+    get_partition_function_cached(Ca40, tfactors, pf_cache, Ca40_pf, dCa40_pf_dT);
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real Sc43_pf, dSc43_pf_dT;
+    // interpolating Sc43 partition function
+    get_partition_function_cached(Sc43, tfactors, pf_cache, Sc43_pf, dSc43_pf_dT);
+
+    amrex::Real z_r = p_pf * Sc43_pf;
+    amrex::Real z_p = He4_pf * Ca40_pf;
+
+    amrex::Real dz_r_dT = Sc43_pf * dp_pf_dT + p_pf * dSc43_pf_dT;
+    amrex::Real dz_p_dT = Ca40_pf * dHe4_pf_dT + He4_pf * dCa40_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Cr48_to_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Ti44_to_He4_Ca40_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Cr48 + He4 --> Fe52
+    // Ti44 --> He4 + Ca40
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -6904,13 +8202,13 @@ void rate_He4_Cr48_to_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // ths8r
-    ln_set_rate =  65.1754 + -86.7459 * tfactors.T913i + -9.79373 * tfactors.T913
-                         + -0.772169 * tfactors.T9 + 0.155883 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // chw0 
+    ln_set_rate =  78.69908591662849 + -59.4975248620018 * tfactors.T9i + -76.4273 * tfactors.T913i + 3.87451 * tfactors.T913
+                         + -3.61477 * tfactors.T9 + 0.367451 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * -9.79373 * tfactors.T923i
-                                  + -0.772169 + (5.0/3.0) * 0.155883 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  59.4975248620018 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -76.4273 * tfactors.T943i + (1.0/3.0) * 3.87451 * tfactors.T923i
+                                  + -3.61477 + (5.0/3.0) * 0.367451 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6921,13 +8219,38 @@ void rate_He4_Cr48_to_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amre
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real Ca40_pf, dCa40_pf_dT;
+    // interpolating Ca40 partition function
+    get_partition_function_cached(Ca40, tfactors, pf_cache, Ca40_pf, dCa40_pf_dT);
+
+    amrex::Real Ti44_pf, dTi44_pf_dT;
+    // interpolating Ti44 partition function
+    get_partition_function_cached(Ti44, tfactors, pf_cache, Ti44_pf, dTi44_pf_dT);
+
+    amrex::Real z_r = He4_pf * Ca40_pf;
+    amrex::Real z_p = Ti44_pf;
+
+    amrex::Real dz_r_dT = Ca40_pf * dHe4_pf_dT + He4_pf * dCa40_pf_dT;
+    amrex::Real dz_p_dT = dTi44_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Cr48_to_p_Mn51_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Ti44_to_p_Sc43_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Cr48 + He4 --> p + Mn51
+    // Ti44 --> p + Sc43
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -6937,12 +8260,12 @@ void rate_He4_Cr48_to_p_Mn51_removed(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  59.2276 + -86.7459 * tfactors.T913i + 1.05653 * tfactors.T913
-                         + -1.15757 * tfactors.T9 + 0.0877546 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    ln_set_rate =  62.59391408955788 + -100.37327949403844 * tfactors.T9i + -32.1734 * tfactors.T913i + -1.77078 * tfactors.T913
+                         + -2.21706 * tfactors.T9 + 0.298499 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * 1.05653 * tfactors.T923i
-                                  + -1.15757 + (5.0/3.0) * 0.0877546 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  100.37327949403844 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * -1.77078 * tfactors.T923i
+                                  + -2.21706 + (5.0/3.0) * 0.298499 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6953,13 +8276,38 @@ void rate_He4_Cr48_to_p_Mn51_removed(const tf_t& tfactors, amrex::Real& rate, am
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real Ti44_pf, dTi44_pf_dT;
+    // interpolating Ti44 partition function
+    get_partition_function_cached(Ti44, tfactors, pf_cache, Ti44_pf, dTi44_pf_dT);
+
+    amrex::Real Sc43_pf, dSc43_pf_dT;
+    // interpolating Sc43 partition function
+    get_partition_function_cached(Sc43, tfactors, pf_cache, Sc43_pf, dSc43_pf_dT);
+
+    amrex::Real z_r = p_pf * Sc43_pf;
+    amrex::Real z_p = Ti44_pf;
+
+    amrex::Real dz_r_dT = Sc43_pf * dp_pf_dT + p_pf * dSc43_pf_dT;
+    amrex::Real dz_p_dT = dTi44_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Mn51_to_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Cr48_to_He4_Ti44_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Mn51 + p --> Fe52
+    // Cr48 --> He4 + Ti44
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -6969,12 +8317,12 @@ void rate_p_Mn51_to_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  36.2596 + -36.1825 * tfactors.T913i + 0.873042 * tfactors.T913
-                         + -2.89731 * tfactors.T9 + 0.364394 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    ln_set_rate =  89.75733412085052 + -89.3041938384302 * tfactors.T9i + -81.667 * tfactors.T913i + -10.6333 * tfactors.T913
+                         + -0.672613 * tfactors.T9 + 0.161209 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -36.1825 * tfactors.T943i + (1.0/3.0) * 0.873042 * tfactors.T923i
-                                  + -2.89731 + (5.0/3.0) * 0.364394 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  89.3041938384302 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -81.667 * tfactors.T943i + (1.0/3.0) * -10.6333 * tfactors.T923i
+                                  + -0.672613 + (5.0/3.0) * 0.161209 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -6985,13 +8333,38 @@ void rate_p_Mn51_to_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real Cr48_pf, dCr48_pf_dT;
+    // interpolating Cr48 partition function
+    get_partition_function_cached(Cr48, tfactors, pf_cache, Cr48_pf, dCr48_pf_dT);
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real Ti44_pf, dTi44_pf_dT;
+    // interpolating Ti44 partition function
+    get_partition_function_cached(Ti44, tfactors, pf_cache, Ti44_pf, dTi44_pf_dT);
+
+    amrex::Real z_r = He4_pf * Ti44_pf;
+    amrex::Real z_p = Cr48_pf;
+
+    amrex::Real dz_r_dT = Ti44_pf * dHe4_pf_dT + He4_pf * dTi44_pf_dT;
+    amrex::Real dz_p_dT = dCr48_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Fe52_to_He4_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Cr48_to_p_V47_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Fe52 --> He4 + Cr48
+    // Cr48 --> p + V47
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -7000,13 +8373,13 @@ void rate_Fe52_to_He4_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // ths8r
-    ln_set_rate =  90.1474 + -92.109 * tfactors.T9i + -86.7459 * tfactors.T913i + -9.79373 * tfactors.T913
-                         + -0.772169 * tfactors.T9 + 0.155883 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    // nfisn
+    ln_set_rate =  67.74027107253823 + -100.12633621113824 * tfactors.T9i + -34.0548 * tfactors.T913i + -3.41973 * tfactors.T913
+                         + 1.16501 * tfactors.T9 + -0.105543 * tfactors.T953 + -6.20886 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  92.109 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * -9.79373 * tfactors.T923i
-                                  + -0.772169 + (5.0/3.0) * 0.155883 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  100.12633621113824 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -34.0548 * tfactors.T943i + (1.0/3.0) * -3.41973 * tfactors.T923i
+                                  + 1.16501 + (5.0/3.0) * -0.105543 * tfactors.T923 + -6.20886 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -7017,28 +8390,47 @@ void rate_Fe52_to_He4_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amre
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
+    // nfisn
+    ln_set_rate =  536.5234710725382 + -99.36194621113825 * tfactors.T9i + 317.171 * tfactors.T913i + -911.679 * tfactors.T913
+                         + 94.4245 * tfactors.T9 + -10.1973 * tfactors.T953 + 332.227 * tfactors.lnT9;
 
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Fe52_to_p_Mn51_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  99.36194621113825 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 317.171 * tfactors.T943i + (1.0/3.0) * -911.679 * tfactors.T923i
+                                  + 94.4245 + (5.0/3.0) * -10.1973 * tfactors.T923 + 332.227 * tfactors.T9i;
+    }
 
-    // Fe52 --> p + Mn51
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
 
-    rate = 0.0;
-    drate_dT = 0.0;
+    // nfisn
+    ln_set_rate =  48.891971072538226 + -93.82037121113825 * tfactors.T9i + -45.9868 * tfactors.T913i + 13.6822 * tfactors.T913
+                         + -0.376902 * tfactors.T9 + -0.0194875 * tfactors.T953 + -6.9232499999999995 * tfactors.lnT9;
 
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  93.82037121113825 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -45.9868 * tfactors.T943i + (1.0/3.0) * 13.6822 * tfactors.T923i
+                                  + -0.376902 + (5.0/3.0) * -0.0194875 * tfactors.T923 + -6.9232499999999995 * tfactors.T9i;
+    }
 
-    // ths8r
-    ln_set_rate =  61.728 + -85.6325 * tfactors.T9i + -36.1825 * tfactors.T913i + 0.873042 * tfactors.T913
-                         + -2.89731 * tfactors.T9 + 0.364394 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
+    // nfisn
+    ln_set_rate =  65.62307107253824 + -94.58145021113825 * tfactors.T9i + -110.655 * tfactors.T913i + 83.0232 * tfactors.T913
+                         + -19.7762 * tfactors.T9 + 3.03961 * tfactors.T953 + -47.9742 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  85.6325 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -36.1825 * tfactors.T943i + (1.0/3.0) * 0.873042 * tfactors.T923i
-                                  + -2.89731 + (5.0/3.0) * 0.364394 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  94.58145021113825 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -110.655 * tfactors.T943i + (1.0/3.0) * 83.0232 * tfactors.T923i
+                                  + -19.7762 + (5.0/3.0) * 3.03961 * tfactors.T923 + -47.9742 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -7049,13 +8441,38 @@ void rate_Fe52_to_p_Mn51_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real Cr48_pf, dCr48_pf_dT;
+    // interpolating Cr48 partition function
+    get_partition_function_cached(Cr48, tfactors, pf_cache, Cr48_pf, dCr48_pf_dT);
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real V47_pf, dV47_pf_dT;
+    // interpolating V47 partition function
+    get_partition_function_cached(V47, tfactors, pf_cache, V47_pf, dV47_pf_dT);
+
+    amrex::Real z_r = p_pf * V47_pf;
+    amrex::Real z_p = Cr48_pf;
+
+    amrex::Real dz_r_dT = V47_pf * dp_pf_dT + p_pf * dV47_pf_dT;
+    amrex::Real dz_p_dT = dCr48_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Mn51_to_He4_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_V47_to_He4_Ti44_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Mn51 + p --> He4 + Cr48
+    // V47 + p --> He4 + Ti44
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -7064,13 +8481,13 @@ void rate_p_Mn51_to_He4_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // ths8r
-    ln_set_rate =  58.7312 + -6.47654 * tfactors.T9i + -86.7459 * tfactors.T913i + 1.05653 * tfactors.T913
-                         + -1.15757 * tfactors.T9 + 0.0877546 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // chw0r
+    ln_set_rate =  -76.61433695168769 + -6.029445311023438 * tfactors.T9i + 70.2835 * tfactors.T913
+                         + -7.99061 * tfactors.T9 + 0.486213 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  6.47654 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * 1.05653 * tfactors.T923i
-                                  + -1.15757 + (5.0/3.0) * 0.0877546 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  6.029445311023438 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 70.2835 * tfactors.T923i
+                                  + -7.99061 + (5.0/3.0) * 0.486213 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -7081,13 +8498,43 @@ void rate_p_Mn51_to_He4_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, am
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real V47_pf, dV47_pf_dT;
+    // interpolating V47 partition function
+    get_partition_function_cached(V47, tfactors, pf_cache, V47_pf, dV47_pf_dT);
+
+    amrex::Real Ti44_pf, dTi44_pf_dT;
+    // interpolating Ti44 partition function
+    get_partition_function_cached(Ti44, tfactors, pf_cache, Ti44_pf, dTi44_pf_dT);
+
+    amrex::Real z_r = He4_pf * Ti44_pf;
+    amrex::Real z_p = p_pf * V47_pf;
+
+    amrex::Real dz_r_dT = Ti44_pf * dHe4_pf_dT + He4_pf * dTi44_pf_dT;
+    amrex::Real dz_p_dT = V47_pf * dp_pf_dT + p_pf * dV47_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Fe52_to_Ni56_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Fe52_to_He4_Cr48_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Fe52 + He4 --> Ni56
+    // Fe52 --> He4 + Cr48
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -7097,12 +8544,12 @@ void rate_He4_Fe52_to_Ni56_removed(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  66.6417 + -91.6819 * tfactors.T913i + -9.51885 * tfactors.T913
-                         + -0.533014 * tfactors.T9 + 0.0892607 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    ln_set_rate =  90.14738712482466 + -92.10912191363732 * tfactors.T9i + -86.7459 * tfactors.T913i + -9.79373 * tfactors.T913
+                         + -0.772169 * tfactors.T9 + 0.155883 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -9.51885 * tfactors.T923i
-                                  + -0.533014 + (5.0/3.0) * 0.0892607 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  92.10912191363732 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * -9.79373 * tfactors.T923i
+                                  + -0.772169 + (5.0/3.0) * 0.155883 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -7113,13 +8560,38 @@ void rate_He4_Fe52_to_Ni56_removed(const tf_t& tfactors, amrex::Real& rate, amre
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real Cr48_pf, dCr48_pf_dT;
+    // interpolating Cr48 partition function
+    get_partition_function_cached(Cr48, tfactors, pf_cache, Cr48_pf, dCr48_pf_dT);
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real Fe52_pf, dFe52_pf_dT;
+    // interpolating Fe52 partition function
+    get_partition_function_cached(Fe52, tfactors, pf_cache, Fe52_pf, dFe52_pf_dT);
+
+    amrex::Real z_r = He4_pf * Cr48_pf;
+    amrex::Real z_p = Fe52_pf;
+
+    amrex::Real dz_r_dT = Cr48_pf * dHe4_pf_dT + He4_pf * dCr48_pf_dT;
+    amrex::Real dz_p_dT = dFe52_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Fe52_to_p_Co55_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Fe52_to_p_Mn51_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Fe52 + He4 --> p + Co55
+    // Fe52 --> p + Mn51
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -7129,12 +8601,12 @@ void rate_He4_Fe52_to_p_Co55_removed(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  62.2207 + -91.6819 * tfactors.T913i + -0.329235 * tfactors.T913
-                         + -0.780924 * tfactors.T9 + 0.0425179 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    ln_set_rate =  61.72798916565748 + -85.6326403498911 * tfactors.T9i + -36.1825 * tfactors.T913i + 0.873042 * tfactors.T913
+                         + -2.89731 * tfactors.T9 + 0.364394 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -0.329235 * tfactors.T923i
-                                  + -0.780924 + (5.0/3.0) * 0.0425179 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  85.6326403498911 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -36.1825 * tfactors.T943i + (1.0/3.0) * 0.873042 * tfactors.T923i
+                                  + -2.89731 + (5.0/3.0) * 0.364394 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -7145,13 +8617,38 @@ void rate_He4_Fe52_to_p_Co55_removed(const tf_t& tfactors, amrex::Real& rate, am
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real Mn51_pf, dMn51_pf_dT;
+    // interpolating Mn51 partition function
+    get_partition_function_cached(Mn51, tfactors, pf_cache, Mn51_pf, dMn51_pf_dT);
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real Fe52_pf, dFe52_pf_dT;
+    // interpolating Fe52 partition function
+    get_partition_function_cached(Fe52, tfactors, pf_cache, Fe52_pf, dFe52_pf_dT);
+
+    amrex::Real z_r = p_pf * Mn51_pf;
+    amrex::Real z_p = Fe52_pf;
+
+    amrex::Real dz_r_dT = Mn51_pf * dp_pf_dT + p_pf * dMn51_pf_dT;
+    amrex::Real dz_p_dT = dFe52_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Co55_to_Ni56_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_Mn51_to_He4_Cr48_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Co55 + p --> Ni56
+    // Mn51 + p --> He4 + Cr48
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -7161,12 +8658,12 @@ void rate_p_Co55_to_Ni56_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  37.3736 + -38.1053 * tfactors.T913i + -0.210947 * tfactors.T913
-                         + -2.68377 * tfactors.T9 + 0.355814 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    ln_set_rate =  58.73119795916718 + -6.476551190854941 * tfactors.T9i + -86.7459 * tfactors.T913i + 1.05653 * tfactors.T913
+                         + -1.15757 * tfactors.T9 + 0.0877546 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -38.1053 * tfactors.T943i + (1.0/3.0) * -0.210947 * tfactors.T923i
-                                  + -2.68377 + (5.0/3.0) * 0.355814 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  6.476551190854941 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * 1.05653 * tfactors.T923i
+                                  + -1.15757 + (5.0/3.0) * 0.0877546 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -7177,11 +8674,41 @@ void rate_p_Co55_to_Ni56_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real Cr48_pf, dCr48_pf_dT;
+    // interpolating Cr48 partition function
+    get_partition_function_cached(Cr48, tfactors, pf_cache, Cr48_pf, dCr48_pf_dT);
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real Mn51_pf, dMn51_pf_dT;
+    // interpolating Mn51 partition function
+    get_partition_function_cached(Mn51, tfactors, pf_cache, Mn51_pf, dMn51_pf_dT);
+
+    amrex::Real z_r = He4_pf * Cr48_pf;
+    amrex::Real z_p = p_pf * Mn51_pf;
+
+    amrex::Real dz_r_dT = Cr48_pf * dHe4_pf_dT + He4_pf * dCr48_pf_dT;
+    amrex::Real dz_p_dT = Mn51_pf * dp_pf_dT + p_pf * dMn51_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ni56_to_He4_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Ni56_to_He4_Fe52_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Ni56 --> He4 + Fe52
 
@@ -7193,11 +8720,11 @@ void rate_Ni56_to_He4_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  91.6226 + -92.801 * tfactors.T9i + -91.6819 * tfactors.T913i + -9.51885 * tfactors.T913
+    ln_set_rate =  91.62258922810439 + -92.801099329237 * tfactors.T9i + -91.6819 * tfactors.T913i + -9.51885 * tfactors.T913
                          + -0.533014 * tfactors.T9 + 0.0892607 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  92.801 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -9.51885 * tfactors.T923i
+        dln_set_rate_dT9 =  92.801099329237 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -9.51885 * tfactors.T923i
                                   + -0.533014 + (5.0/3.0) * 0.0892607 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -7209,11 +8736,36 @@ void rate_Ni56_to_He4_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amre
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real Ni56_pf, dNi56_pf_dT;
+    // interpolating Ni56 partition function
+    get_partition_function_cached(Ni56, tfactors, pf_cache, Ni56_pf, dNi56_pf_dT);
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real Fe52_pf, dFe52_pf_dT;
+    // interpolating Fe52 partition function
+    get_partition_function_cached(Fe52, tfactors, pf_cache, Fe52_pf, dFe52_pf_dT);
+
+    amrex::Real z_r = He4_pf * Fe52_pf;
+    amrex::Real z_p = Ni56_pf;
+
+    amrex::Real dz_r_dT = Fe52_pf * dHe4_pf_dT + He4_pf * dFe52_pf_dT;
+    amrex::Real dz_p_dT = dNi56_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ni56_to_p_Co55_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Ni56_to_p_Co55_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Ni56 --> p + Co55
 
@@ -7225,11 +8777,11 @@ void rate_Ni56_to_p_Co55_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  63.1318 + -83.1473 * tfactors.T9i + -38.1053 * tfactors.T913i + -0.210947 * tfactors.T913
+    ln_set_rate =  63.131770608640906 + -83.14741674893808 * tfactors.T9i + -38.1053 * tfactors.T913i + -0.210947 * tfactors.T913
                          + -2.68377 * tfactors.T9 + 0.355814 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  83.1473 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -38.1053 * tfactors.T943i + (1.0/3.0) * -0.210947 * tfactors.T923i
+        dln_set_rate_dT9 =  83.14741674893808 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -38.1053 * tfactors.T943i + (1.0/3.0) * -0.210947 * tfactors.T923i
                                   + -2.68377 + (5.0/3.0) * 0.355814 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -7241,11 +8793,36 @@ void rate_Ni56_to_p_Co55_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real Ni56_pf, dNi56_pf_dT;
+    // interpolating Ni56 partition function
+    get_partition_function_cached(Ni56, tfactors, pf_cache, Ni56_pf, dNi56_pf_dT);
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real Co55_pf, dCo55_pf_dT;
+    // interpolating Co55 partition function
+    get_partition_function_cached(Co55, tfactors, pf_cache, Co55_pf, dCo55_pf_dT);
+
+    amrex::Real z_r = p_pf * Co55_pf;
+    amrex::Real z_p = Ni56_pf;
+
+    amrex::Real dz_r_dT = Co55_pf * dp_pf_dT + p_pf * dCo55_pf_dT;
+    amrex::Real dz_p_dT = dNi56_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Co55_to_He4_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_Co55_to_He4_Fe52_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Co55 + p --> He4 + Fe52
 
@@ -7257,11 +8834,11 @@ void rate_p_Co55_to_He4_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  61.4434 + -9.65363 * tfactors.T9i + -91.6819 * tfactors.T913i + -0.329235 * tfactors.T913
+    ln_set_rate =  61.443418619463486 + -9.65364776674457 * tfactors.T9i + -91.6819 * tfactors.T913i + -0.329235 * tfactors.T913
                          + -0.780924 * tfactors.T9 + 0.0425179 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  9.65363 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -0.329235 * tfactors.T923i
+        dln_set_rate_dT9 =  9.65364776674457 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -0.329235 * tfactors.T923i
                                   + -0.780924 + (5.0/3.0) * 0.0425179 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -7273,6 +8850,36 @@ void rate_p_Co55_to_He4_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, am
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real Co55_pf, dCo55_pf_dT;
+    // interpolating Co55 partition function
+    get_partition_function_cached(Co55, tfactors, pf_cache, Co55_pf, dCo55_pf_dT);
+
+    amrex::Real Fe52_pf, dFe52_pf_dT;
+    // interpolating Fe52 partition function
+    get_partition_function_cached(Fe52, tfactors, pf_cache, Fe52_pf, dFe52_pf_dT);
+
+    amrex::Real z_r = He4_pf * Fe52_pf;
+    amrex::Real z_p = p_pf * Co55_pf;
+
+    amrex::Real dz_r_dT = Fe52_pf * dHe4_pf_dT + He4_pf * dFe52_pf_dT;
+    amrex::Real dz_p_dT = Co55_pf * dp_pf_dT + p_pf * dCo55_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 
@@ -7281,14 +8888,14 @@ AMREX_GPU_HOST_DEVICE AMREX_INLINE
 void rate_S32_He4_to_Ar36_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
 
     amrex::Real r_ag = rate_eval.screened_rates(k_He4_S32_to_Ar36_removed);
-    amrex::Real r_ap = rate_eval.screened_rates(k_He4_S32_to_p_Cl35_removed);
+    amrex::Real r_ap = rate_eval.screened_rates(k_He4_S32_to_p_Cl35_derived_removed);
     amrex::Real r_pg = rate_eval.screened_rates(k_p_Cl35_to_Ar36_removed);
     amrex::Real r_pa = rate_eval.screened_rates(k_p_Cl35_to_He4_S32_removed);
     amrex::Real dd = 1.0_rt / (r_pg + r_pa);
     rate = r_ag + r_ap * r_pg * dd;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         amrex::Real drdT_ag = rate_eval.dscreened_rates_dT(k_He4_S32_to_Ar36_removed);
-        amrex::Real drdT_ap = rate_eval.dscreened_rates_dT(k_He4_S32_to_p_Cl35_removed);
+        amrex::Real drdT_ap = rate_eval.dscreened_rates_dT(k_He4_S32_to_p_Cl35_derived_removed);
         amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_Cl35_to_Ar36_removed);
         amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Cl35_to_He4_S32_removed);
         drate_dT = drdT_ag + drdT_ap * r_pg * dd + r_ap * drdT_pg * dd - r_ap * r_pg * dd * dd * (drdT_pg + drdT_pa);
@@ -7299,16 +8906,16 @@ template <typename T>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
 void rate_Ar36_to_S32_He4_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    amrex::Real r_ga = rate_eval.screened_rates(k_Ar36_to_He4_S32_removed);
+    amrex::Real r_ga = rate_eval.screened_rates(k_Ar36_to_He4_S32_derived_removed);
     amrex::Real r_pa = rate_eval.screened_rates(k_p_Cl35_to_He4_S32_removed);
-    amrex::Real r_gp = rate_eval.screened_rates(k_Ar36_to_p_Cl35_removed);
+    amrex::Real r_gp = rate_eval.screened_rates(k_Ar36_to_p_Cl35_derived_removed);
     amrex::Real r_pg = rate_eval.screened_rates(k_p_Cl35_to_Ar36_removed);
     amrex::Real dd = 1.0_rt / (r_pg + r_pa);
     rate = r_ga + r_gp * r_pa * dd;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Ar36_to_He4_S32_removed);
+        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Ar36_to_He4_S32_derived_removed);
         amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Cl35_to_He4_S32_removed);
-        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Ar36_to_p_Cl35_removed);
+        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Ar36_to_p_Cl35_derived_removed);
         amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_Cl35_to_Ar36_removed);
         drate_dT = drdT_ga + drdT_gp * r_pa * dd + r_gp * drdT_pa * dd - r_gp * r_pa * dd * dd * (drdT_pg + drdT_pa);
     }
@@ -7319,14 +8926,14 @@ AMREX_GPU_HOST_DEVICE AMREX_INLINE
 void rate_Ar36_He4_to_Ca40_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
 
     amrex::Real r_ag = rate_eval.screened_rates(k_He4_Ar36_to_Ca40_removed);
-    amrex::Real r_ap = rate_eval.screened_rates(k_He4_Ar36_to_p_K39_removed);
+    amrex::Real r_ap = rate_eval.screened_rates(k_He4_Ar36_to_p_K39_derived_removed);
     amrex::Real r_pg = rate_eval.screened_rates(k_p_K39_to_Ca40_removed);
     amrex::Real r_pa = rate_eval.screened_rates(k_p_K39_to_He4_Ar36_removed);
     amrex::Real dd = 1.0_rt / (r_pg + r_pa);
     rate = r_ag + r_ap * r_pg * dd;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         amrex::Real drdT_ag = rate_eval.dscreened_rates_dT(k_He4_Ar36_to_Ca40_removed);
-        amrex::Real drdT_ap = rate_eval.dscreened_rates_dT(k_He4_Ar36_to_p_K39_removed);
+        amrex::Real drdT_ap = rate_eval.dscreened_rates_dT(k_He4_Ar36_to_p_K39_derived_removed);
         amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_K39_to_Ca40_removed);
         amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_K39_to_He4_Ar36_removed);
         drate_dT = drdT_ag + drdT_ap * r_pg * dd + r_ap * drdT_pg * dd - r_ap * r_pg * dd * dd * (drdT_pg + drdT_pa);
@@ -7337,16 +8944,16 @@ template <typename T>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
 void rate_Ca40_to_Ar36_He4_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    amrex::Real r_ga = rate_eval.screened_rates(k_Ca40_to_He4_Ar36_removed);
+    amrex::Real r_ga = rate_eval.screened_rates(k_Ca40_to_He4_Ar36_derived_removed);
     amrex::Real r_pa = rate_eval.screened_rates(k_p_K39_to_He4_Ar36_removed);
-    amrex::Real r_gp = rate_eval.screened_rates(k_Ca40_to_p_K39_removed);
+    amrex::Real r_gp = rate_eval.screened_rates(k_Ca40_to_p_K39_derived_removed);
     amrex::Real r_pg = rate_eval.screened_rates(k_p_K39_to_Ca40_removed);
     amrex::Real dd = 1.0_rt / (r_pg + r_pa);
     rate = r_ga + r_gp * r_pa * dd;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Ca40_to_He4_Ar36_removed);
+        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Ca40_to_He4_Ar36_derived_removed);
         amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_K39_to_He4_Ar36_removed);
-        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Ca40_to_p_K39_removed);
+        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Ca40_to_p_K39_derived_removed);
         amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_K39_to_Ca40_removed);
         drate_dT = drdT_ga + drdT_gp * r_pa * dd + r_gp * drdT_pa * dd - r_gp * r_pa * dd * dd * (drdT_pg + drdT_pa);
     }
@@ -7357,14 +8964,14 @@ AMREX_GPU_HOST_DEVICE AMREX_INLINE
 void rate_Ca40_He4_to_Ti44_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
 
     amrex::Real r_ag = rate_eval.screened_rates(k_He4_Ca40_to_Ti44_removed);
-    amrex::Real r_ap = rate_eval.screened_rates(k_He4_Ca40_to_p_Sc43_removed);
+    amrex::Real r_ap = rate_eval.screened_rates(k_He4_Ca40_to_p_Sc43_derived_removed);
     amrex::Real r_pg = rate_eval.screened_rates(k_p_Sc43_to_Ti44_removed);
     amrex::Real r_pa = rate_eval.screened_rates(k_p_Sc43_to_He4_Ca40_removed);
     amrex::Real dd = 1.0_rt / (r_pg + r_pa);
     rate = r_ag + r_ap * r_pg * dd;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         amrex::Real drdT_ag = rate_eval.dscreened_rates_dT(k_He4_Ca40_to_Ti44_removed);
-        amrex::Real drdT_ap = rate_eval.dscreened_rates_dT(k_He4_Ca40_to_p_Sc43_removed);
+        amrex::Real drdT_ap = rate_eval.dscreened_rates_dT(k_He4_Ca40_to_p_Sc43_derived_removed);
         amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_Sc43_to_Ti44_removed);
         amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Sc43_to_He4_Ca40_removed);
         drate_dT = drdT_ag + drdT_ap * r_pg * dd + r_ap * drdT_pg * dd - r_ap * r_pg * dd * dd * (drdT_pg + drdT_pa);
@@ -7375,16 +8982,16 @@ template <typename T>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
 void rate_Ti44_to_Ca40_He4_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    amrex::Real r_ga = rate_eval.screened_rates(k_Ti44_to_He4_Ca40_removed);
+    amrex::Real r_ga = rate_eval.screened_rates(k_Ti44_to_He4_Ca40_derived_removed);
     amrex::Real r_pa = rate_eval.screened_rates(k_p_Sc43_to_He4_Ca40_removed);
-    amrex::Real r_gp = rate_eval.screened_rates(k_Ti44_to_p_Sc43_removed);
+    amrex::Real r_gp = rate_eval.screened_rates(k_Ti44_to_p_Sc43_derived_removed);
     amrex::Real r_pg = rate_eval.screened_rates(k_p_Sc43_to_Ti44_removed);
     amrex::Real dd = 1.0_rt / (r_pg + r_pa);
     rate = r_ga + r_gp * r_pa * dd;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Ti44_to_He4_Ca40_removed);
+        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Ti44_to_He4_Ca40_derived_removed);
         amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Sc43_to_He4_Ca40_removed);
-        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Ti44_to_p_Sc43_removed);
+        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Ti44_to_p_Sc43_derived_removed);
         amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_Sc43_to_Ti44_removed);
         drate_dT = drdT_ga + drdT_gp * r_pa * dd + r_gp * drdT_pa * dd - r_gp * r_pa * dd * dd * (drdT_pg + drdT_pa);
     }
@@ -7397,14 +9004,14 @@ void rate_Ti44_He4_to_Cr48_approx(const T& rate_eval, amrex::Real& rate, amrex::
     amrex::Real r_ag = rate_eval.screened_rates(k_He4_Ti44_to_Cr48_removed);
     amrex::Real r_ap = rate_eval.screened_rates(k_He4_Ti44_to_p_V47_removed);
     amrex::Real r_pg = rate_eval.screened_rates(k_p_V47_to_Cr48_removed);
-    amrex::Real r_pa = rate_eval.screened_rates(k_p_V47_to_He4_Ti44_removed);
+    amrex::Real r_pa = rate_eval.screened_rates(k_p_V47_to_He4_Ti44_derived_removed);
     amrex::Real dd = 1.0_rt / (r_pg + r_pa);
     rate = r_ag + r_ap * r_pg * dd;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         amrex::Real drdT_ag = rate_eval.dscreened_rates_dT(k_He4_Ti44_to_Cr48_removed);
         amrex::Real drdT_ap = rate_eval.dscreened_rates_dT(k_He4_Ti44_to_p_V47_removed);
         amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_V47_to_Cr48_removed);
-        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_V47_to_He4_Ti44_removed);
+        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_V47_to_He4_Ti44_derived_removed);
         drate_dT = drdT_ag + drdT_ap * r_pg * dd + r_ap * drdT_pg * dd - r_ap * r_pg * dd * dd * (drdT_pg + drdT_pa);
     }
 }
@@ -7413,16 +9020,16 @@ template <typename T>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
 void rate_Cr48_to_Ti44_He4_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    amrex::Real r_ga = rate_eval.screened_rates(k_Cr48_to_He4_Ti44_removed);
-    amrex::Real r_pa = rate_eval.screened_rates(k_p_V47_to_He4_Ti44_removed);
-    amrex::Real r_gp = rate_eval.screened_rates(k_Cr48_to_p_V47_removed);
+    amrex::Real r_ga = rate_eval.screened_rates(k_Cr48_to_He4_Ti44_derived_removed);
+    amrex::Real r_pa = rate_eval.screened_rates(k_p_V47_to_He4_Ti44_derived_removed);
+    amrex::Real r_gp = rate_eval.screened_rates(k_Cr48_to_p_V47_derived_removed);
     amrex::Real r_pg = rate_eval.screened_rates(k_p_V47_to_Cr48_removed);
     amrex::Real dd = 1.0_rt / (r_pg + r_pa);
     rate = r_ga + r_gp * r_pa * dd;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Cr48_to_He4_Ti44_removed);
-        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_V47_to_He4_Ti44_removed);
-        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Cr48_to_p_V47_removed);
+        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Cr48_to_He4_Ti44_derived_removed);
+        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_V47_to_He4_Ti44_derived_removed);
+        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Cr48_to_p_V47_derived_removed);
         amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_V47_to_Cr48_removed);
         drate_dT = drdT_ga + drdT_gp * r_pa * dd + r_gp * drdT_pa * dd - r_gp * r_pa * dd * dd * (drdT_pg + drdT_pa);
     }
@@ -7435,14 +9042,14 @@ void rate_Cr48_He4_to_Fe52_approx(const T& rate_eval, amrex::Real& rate, amrex::
     amrex::Real r_ag = rate_eval.screened_rates(k_He4_Cr48_to_Fe52_removed);
     amrex::Real r_ap = rate_eval.screened_rates(k_He4_Cr48_to_p_Mn51_removed);
     amrex::Real r_pg = rate_eval.screened_rates(k_p_Mn51_to_Fe52_removed);
-    amrex::Real r_pa = rate_eval.screened_rates(k_p_Mn51_to_He4_Cr48_removed);
+    amrex::Real r_pa = rate_eval.screened_rates(k_p_Mn51_to_He4_Cr48_derived_removed);
     amrex::Real dd = 1.0_rt / (r_pg + r_pa);
     rate = r_ag + r_ap * r_pg * dd;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         amrex::Real drdT_ag = rate_eval.dscreened_rates_dT(k_He4_Cr48_to_Fe52_removed);
         amrex::Real drdT_ap = rate_eval.dscreened_rates_dT(k_He4_Cr48_to_p_Mn51_removed);
         amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_Mn51_to_Fe52_removed);
-        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Mn51_to_He4_Cr48_removed);
+        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Mn51_to_He4_Cr48_derived_removed);
         drate_dT = drdT_ag + drdT_ap * r_pg * dd + r_ap * drdT_pg * dd - r_ap * r_pg * dd * dd * (drdT_pg + drdT_pa);
     }
 }
@@ -7451,16 +9058,16 @@ template <typename T>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
 void rate_Fe52_to_Cr48_He4_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    amrex::Real r_ga = rate_eval.screened_rates(k_Fe52_to_He4_Cr48_removed);
-    amrex::Real r_pa = rate_eval.screened_rates(k_p_Mn51_to_He4_Cr48_removed);
-    amrex::Real r_gp = rate_eval.screened_rates(k_Fe52_to_p_Mn51_removed);
+    amrex::Real r_ga = rate_eval.screened_rates(k_Fe52_to_He4_Cr48_derived_removed);
+    amrex::Real r_pa = rate_eval.screened_rates(k_p_Mn51_to_He4_Cr48_derived_removed);
+    amrex::Real r_gp = rate_eval.screened_rates(k_Fe52_to_p_Mn51_derived_removed);
     amrex::Real r_pg = rate_eval.screened_rates(k_p_Mn51_to_Fe52_removed);
     amrex::Real dd = 1.0_rt / (r_pg + r_pa);
     rate = r_ga + r_gp * r_pa * dd;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Fe52_to_He4_Cr48_removed);
-        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Mn51_to_He4_Cr48_removed);
-        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Fe52_to_p_Mn51_removed);
+        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Fe52_to_He4_Cr48_derived_removed);
+        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Mn51_to_He4_Cr48_derived_removed);
+        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Fe52_to_p_Mn51_derived_removed);
         amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_Mn51_to_Fe52_removed);
         drate_dT = drdT_ga + drdT_gp * r_pa * dd + r_gp * drdT_pa * dd - r_gp * r_pa * dd * dd * (drdT_pg + drdT_pa);
     }
@@ -7473,14 +9080,14 @@ void rate_Fe52_He4_to_Ni56_approx(const T& rate_eval, amrex::Real& rate, amrex::
     amrex::Real r_ag = rate_eval.screened_rates(k_He4_Fe52_to_Ni56_removed);
     amrex::Real r_ap = rate_eval.screened_rates(k_He4_Fe52_to_p_Co55_removed);
     amrex::Real r_pg = rate_eval.screened_rates(k_p_Co55_to_Ni56_removed);
-    amrex::Real r_pa = rate_eval.screened_rates(k_p_Co55_to_He4_Fe52_removed);
+    amrex::Real r_pa = rate_eval.screened_rates(k_p_Co55_to_He4_Fe52_derived_removed);
     amrex::Real dd = 1.0_rt / (r_pg + r_pa);
     rate = r_ag + r_ap * r_pg * dd;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         amrex::Real drdT_ag = rate_eval.dscreened_rates_dT(k_He4_Fe52_to_Ni56_removed);
         amrex::Real drdT_ap = rate_eval.dscreened_rates_dT(k_He4_Fe52_to_p_Co55_removed);
         amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_Co55_to_Ni56_removed);
-        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Co55_to_He4_Fe52_removed);
+        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Co55_to_He4_Fe52_derived_removed);
         drate_dT = drdT_ag + drdT_ap * r_pg * dd + r_ap * drdT_pg * dd - r_ap * r_pg * dd * dd * (drdT_pg + drdT_pa);
     }
 }
@@ -7489,16 +9096,16 @@ template <typename T>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
 void rate_Ni56_to_Fe52_He4_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    amrex::Real r_ga = rate_eval.screened_rates(k_Ni56_to_He4_Fe52_removed);
-    amrex::Real r_pa = rate_eval.screened_rates(k_p_Co55_to_He4_Fe52_removed);
-    amrex::Real r_gp = rate_eval.screened_rates(k_Ni56_to_p_Co55_removed);
+    amrex::Real r_ga = rate_eval.screened_rates(k_Ni56_to_He4_Fe52_derived_removed);
+    amrex::Real r_pa = rate_eval.screened_rates(k_p_Co55_to_He4_Fe52_derived_removed);
+    amrex::Real r_gp = rate_eval.screened_rates(k_Ni56_to_p_Co55_derived_removed);
     amrex::Real r_pg = rate_eval.screened_rates(k_p_Co55_to_Ni56_removed);
     amrex::Real dd = 1.0_rt / (r_pg + r_pa);
     rate = r_ga + r_gp * r_pa * dd;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Ni56_to_He4_Fe52_removed);
-        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Co55_to_He4_Fe52_removed);
-        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Ni56_to_p_Co55_removed);
+        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Ni56_to_He4_Fe52_derived_removed);
+        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Co55_to_He4_Fe52_derived_removed);
+        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Ni56_to_p_Co55_derived_removed);
         amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_Co55_to_Ni56_removed);
         drate_dT = drdT_ga + drdT_gp * r_pa * dd + r_gp * drdT_pa * dd - r_gp * r_pa * dd * dd * (drdT_pg + drdT_pa);
     }
@@ -7514,6 +9121,8 @@ fill_reaclib_rates(const tf_t& tfactors, T& rate_eval)
     amrex::Real rate;
     amrex::Real drate_dT;
 
+    part_fun::pf_cache_t pf_cache{};
+
     rate_N13_to_C13_weak_wc12<do_T_derivatives>(tfactors, rate, drate_dT);
     rate_eval.screened_rates(k_N13_to_C13_weak_wc12) = rate;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
@@ -7559,181 +9168,7 @@ fill_reaclib_rates(const tf_t& tfactors, T& rate_eval)
     rate_Mg22_to_Na22_weak_wc12<do_T_derivatives>(tfactors, rate, drate_dT);
     rate_eval.screened_rates(k_Mg22_to_Na22_weak_wc12) = rate;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Mg22_to_Na22_weak_wc12) = drate_dT;
-
-    }
-    rate_N13_to_p_C12<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_N13_to_p_C12) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_N13_to_p_C12) = drate_dT;
-
-    }
-    rate_N14_to_p_C13<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_N14_to_p_C13) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_N14_to_p_C13) = drate_dT;
-
-    }
-    rate_O14_to_p_N13<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_O14_to_p_N13) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_O14_to_p_N13) = drate_dT;
-
-    }
-    rate_O15_to_p_N14<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_O15_to_p_N14) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_O15_to_p_N14) = drate_dT;
-
-    }
-    rate_O16_to_p_N15<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_O16_to_p_N15) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_O16_to_p_N15) = drate_dT;
-
-    }
-    rate_O16_to_He4_C12<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_O16_to_He4_C12) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_O16_to_He4_C12) = drate_dT;
-
-    }
-    rate_F17_to_p_O16<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_F17_to_p_O16) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_F17_to_p_O16) = drate_dT;
-
-    }
-    rate_F18_to_p_O17<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_F18_to_p_O17) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_F18_to_p_O17) = drate_dT;
-
-    }
-    rate_F18_to_He4_N14<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_F18_to_He4_N14) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_F18_to_He4_N14) = drate_dT;
-
-    }
-    rate_F19_to_p_O18<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_F19_to_p_O18) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_F19_to_p_O18) = drate_dT;
-
-    }
-    rate_F19_to_He4_N15<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_F19_to_He4_N15) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_F19_to_He4_N15) = drate_dT;
-
-    }
-    rate_Ne18_to_p_F17<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Ne18_to_p_F17) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ne18_to_p_F17) = drate_dT;
-
-    }
-    rate_Ne18_to_He4_O14<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Ne18_to_He4_O14) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ne18_to_He4_O14) = drate_dT;
-
-    }
-    rate_Ne19_to_p_F18<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Ne19_to_p_F18) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ne19_to_p_F18) = drate_dT;
-
-    }
-    rate_Ne19_to_He4_O15<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Ne19_to_He4_O15) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ne19_to_He4_O15) = drate_dT;
-
-    }
-    rate_Ne20_to_p_F19<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Ne20_to_p_F19) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ne20_to_p_F19) = drate_dT;
-
-    }
-    rate_Ne20_to_He4_O16<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Ne20_to_He4_O16) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ne20_to_He4_O16) = drate_dT;
-
-    }
-    rate_Ne21_to_He4_O17<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Ne21_to_He4_O17) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ne21_to_He4_O17) = drate_dT;
-
-    }
-    rate_Na22_to_p_Ne21<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Na22_to_p_Ne21) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Na22_to_p_Ne21) = drate_dT;
-
-    }
-    rate_Na22_to_He4_F18<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Na22_to_He4_F18) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Na22_to_He4_F18) = drate_dT;
-
-    }
-    rate_Na23_to_He4_F19<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Na23_to_He4_F19) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Na23_to_He4_F19) = drate_dT;
-
-    }
-    rate_Mg22_to_He4_Ne18<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Mg22_to_He4_Ne18) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Mg22_to_He4_Ne18) = drate_dT;
-
-    }
-    rate_Mg24_to_p_Na23<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Mg24_to_p_Na23) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Mg24_to_p_Na23) = drate_dT;
-
-    }
-    rate_Mg24_to_He4_Ne20<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Mg24_to_He4_Ne20) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Mg24_to_He4_Ne20) = drate_dT;
-
-    }
-    rate_Si28_to_p_Al27<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Si28_to_p_Al27) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Si28_to_p_Al27) = drate_dT;
-
-    }
-    rate_Si28_to_He4_Mg24<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Si28_to_He4_Mg24) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Si28_to_He4_Mg24) = drate_dT;
-
-    }
-    rate_S32_to_p_P31<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_S32_to_p_P31) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_S32_to_p_P31) = drate_dT;
-
-    }
-    rate_S32_to_He4_Si28<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_S32_to_He4_Si28) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_S32_to_He4_Si28) = drate_dT;
-
-    }
-    rate_C12_to_He4_He4_He4<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_C12_to_He4_He4_He4) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_C12_to_He4_He4_He4) = drate_dT;
+        rate_eval.dscreened_rates_dT(k_Mg22_to_Na22_weak_wc12) = drate_dT;
 
     }
     rate_p_C12_to_N13<do_T_derivatives>(tfactors, rate, drate_dT);
@@ -7903,12 +9338,6 @@ fill_reaclib_rates(const tf_t& tfactors, T& rate_eval)
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         rate_eval.dscreened_rates_dT(k_p_P31_to_S32) = drate_dT;
 
-    }
-    rate_He4_C12_to_p_N15<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_C12_to_p_N15) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_C12_to_p_N15) = drate_dT;
-
     }
     rate_C12_C12_to_p_Na23<do_T_derivatives>(tfactors, rate, drate_dT);
     rate_eval.screened_rates(k_C12_C12_to_p_Na23) = rate;
@@ -7927,48 +9356,18 @@ fill_reaclib_rates(const tf_t& tfactors, T& rate_eval)
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         rate_eval.dscreened_rates_dT(k_He4_N13_to_p_O16) = drate_dT;
 
-    }
-    rate_He4_N14_to_p_O17<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_N14_to_p_O17) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_N14_to_p_O17) = drate_dT;
-
     }
     rate_p_N15_to_He4_C12<do_T_derivatives>(tfactors, rate, drate_dT);
     rate_eval.screened_rates(k_p_N15_to_He4_C12) = rate;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         rate_eval.dscreened_rates_dT(k_p_N15_to_He4_C12) = drate_dT;
 
-    }
-    rate_He4_N15_to_p_O18<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_N15_to_p_O18) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_N15_to_p_O18) = drate_dT;
-
     }
     rate_He4_O14_to_p_F17<do_T_derivatives>(tfactors, rate, drate_dT);
     rate_eval.screened_rates(k_He4_O14_to_p_F17) = rate;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         rate_eval.dscreened_rates_dT(k_He4_O14_to_p_F17) = drate_dT;
 
-    }
-    rate_He4_O15_to_p_F18<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_O15_to_p_F18) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_O15_to_p_F18) = drate_dT;
-
-    }
-    rate_p_O16_to_He4_N13<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_p_O16_to_He4_N13) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_O16_to_He4_N13) = drate_dT;
-
-    }
-    rate_He4_O16_to_p_F19<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_O16_to_p_F19) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_O16_to_p_F19) = drate_dT;
-
     }
     rate_C12_O16_to_p_Al27<do_T_derivatives>(tfactors, rate, drate_dT);
     rate_eval.screened_rates(k_C12_O16_to_p_Al27) = rate;
@@ -8005,18 +9404,6 @@ fill_reaclib_rates(const tf_t& tfactors, T& rate_eval)
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         rate_eval.dscreened_rates_dT(k_p_O18_to_He4_N15) = drate_dT;
 
-    }
-    rate_p_F17_to_He4_O14<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_p_F17_to_He4_O14) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_F17_to_He4_O14) = drate_dT;
-
-    }
-    rate_He4_F17_to_p_Ne20<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_F17_to_p_Ne20) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_F17_to_p_Ne20) = drate_dT;
-
     }
     rate_p_F18_to_He4_O15<do_T_derivatives>(tfactors, rate, drate_dT);
     rate_eval.screened_rates(k_p_F18_to_He4_O15) = rate;
@@ -8047,48 +9434,18 @@ fill_reaclib_rates(const tf_t& tfactors, T& rate_eval)
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         rate_eval.dscreened_rates_dT(k_p_Ne20_to_He4_F17) = drate_dT;
 
-    }
-    rate_He4_Ne20_to_p_Na23<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_Ne20_to_p_Na23) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_Ne20_to_p_Na23) = drate_dT;
-
-    }
-    rate_p_Ne21_to_He4_F18<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_p_Ne21_to_He4_F18) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_Ne21_to_He4_F18) = drate_dT;
-
-    }
-    rate_p_Na22_to_He4_Ne19<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_p_Na22_to_He4_Ne19) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_Na22_to_He4_Ne19) = drate_dT;
-
     }
     rate_p_Na23_to_He4_Ne20<do_T_derivatives>(tfactors, rate, drate_dT);
     rate_eval.screened_rates(k_p_Na23_to_He4_Ne20) = rate;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         rate_eval.dscreened_rates_dT(k_p_Na23_to_He4_Ne20) = drate_dT;
 
-    }
-    rate_He4_Mg24_to_p_Al27<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_Mg24_to_p_Al27) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_Mg24_to_p_Al27) = drate_dT;
-
     }
     rate_p_Al27_to_He4_Mg24<do_T_derivatives>(tfactors, rate, drate_dT);
     rate_eval.screened_rates(k_p_Al27_to_He4_Mg24) = rate;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         rate_eval.dscreened_rates_dT(k_p_Al27_to_He4_Mg24) = drate_dT;
 
-    }
-    rate_He4_Si28_to_p_P31<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_Si28_to_p_P31) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_Si28_to_p_P31) = drate_dT;
-
     }
     rate_p_P31_to_He4_Si28<do_T_derivatives>(tfactors, rate, drate_dT);
     rate_eval.screened_rates(k_p_P31_to_He4_Si28) = rate;
@@ -8125,30 +9482,12 @@ fill_reaclib_rates(const tf_t& tfactors, T& rate_eval)
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         rate_eval.dscreened_rates_dT(k_He4_S32_to_Ar36_removed) = drate_dT;
 
-    }
-    rate_He4_S32_to_p_Cl35_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_S32_to_p_Cl35_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_S32_to_p_Cl35_removed) = drate_dT;
-
     }
     rate_p_Cl35_to_Ar36_removed<do_T_derivatives>(tfactors, rate, drate_dT);
     rate_eval.screened_rates(k_p_Cl35_to_Ar36_removed) = rate;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         rate_eval.dscreened_rates_dT(k_p_Cl35_to_Ar36_removed) = drate_dT;
 
-    }
-    rate_Ar36_to_He4_S32_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Ar36_to_He4_S32_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ar36_to_He4_S32_removed) = drate_dT;
-
-    }
-    rate_Ar36_to_p_Cl35_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Ar36_to_p_Cl35_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ar36_to_p_Cl35_removed) = drate_dT;
-
     }
     rate_p_Cl35_to_He4_S32_removed<do_T_derivatives>(tfactors, rate, drate_dT);
     rate_eval.screened_rates(k_p_Cl35_to_He4_S32_removed) = rate;
@@ -8161,30 +9500,12 @@ fill_reaclib_rates(const tf_t& tfactors, T& rate_eval)
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         rate_eval.dscreened_rates_dT(k_He4_Ar36_to_Ca40_removed) = drate_dT;
 
-    }
-    rate_He4_Ar36_to_p_K39_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_Ar36_to_p_K39_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_Ar36_to_p_K39_removed) = drate_dT;
-
     }
     rate_p_K39_to_Ca40_removed<do_T_derivatives>(tfactors, rate, drate_dT);
     rate_eval.screened_rates(k_p_K39_to_Ca40_removed) = rate;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         rate_eval.dscreened_rates_dT(k_p_K39_to_Ca40_removed) = drate_dT;
 
-    }
-    rate_Ca40_to_He4_Ar36_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Ca40_to_He4_Ar36_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ca40_to_He4_Ar36_removed) = drate_dT;
-
-    }
-    rate_Ca40_to_p_K39_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Ca40_to_p_K39_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ca40_to_p_K39_removed) = drate_dT;
-
     }
     rate_p_K39_to_He4_Ar36_removed<do_T_derivatives>(tfactors, rate, drate_dT);
     rate_eval.screened_rates(k_p_K39_to_He4_Ar36_removed) = rate;
@@ -8197,30 +9518,12 @@ fill_reaclib_rates(const tf_t& tfactors, T& rate_eval)
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         rate_eval.dscreened_rates_dT(k_He4_Ca40_to_Ti44_removed) = drate_dT;
 
-    }
-    rate_He4_Ca40_to_p_Sc43_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_Ca40_to_p_Sc43_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_Ca40_to_p_Sc43_removed) = drate_dT;
-
     }
     rate_p_Sc43_to_Ti44_removed<do_T_derivatives>(tfactors, rate, drate_dT);
     rate_eval.screened_rates(k_p_Sc43_to_Ti44_removed) = rate;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         rate_eval.dscreened_rates_dT(k_p_Sc43_to_Ti44_removed) = drate_dT;
 
-    }
-    rate_Ti44_to_He4_Ca40_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Ti44_to_He4_Ca40_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ti44_to_He4_Ca40_removed) = drate_dT;
-
-    }
-    rate_Ti44_to_p_Sc43_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Ti44_to_p_Sc43_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ti44_to_p_Sc43_removed) = drate_dT;
-
     }
     rate_p_Sc43_to_He4_Ca40_removed<do_T_derivatives>(tfactors, rate, drate_dT);
     rate_eval.screened_rates(k_p_Sc43_to_He4_Ca40_removed) = rate;
@@ -8245,24 +9548,6 @@ fill_reaclib_rates(const tf_t& tfactors, T& rate_eval)
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         rate_eval.dscreened_rates_dT(k_p_V47_to_Cr48_removed) = drate_dT;
 
-    }
-    rate_Cr48_to_He4_Ti44_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Cr48_to_He4_Ti44_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Cr48_to_He4_Ti44_removed) = drate_dT;
-
-    }
-    rate_Cr48_to_p_V47_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Cr48_to_p_V47_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Cr48_to_p_V47_removed) = drate_dT;
-
-    }
-    rate_p_V47_to_He4_Ti44_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_p_V47_to_He4_Ti44_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_V47_to_He4_Ti44_removed) = drate_dT;
-
     }
     rate_He4_Cr48_to_Fe52_removed<do_T_derivatives>(tfactors, rate, drate_dT);
     rate_eval.screened_rates(k_He4_Cr48_to_Fe52_removed) = rate;
@@ -8281,24 +9566,6 @@ fill_reaclib_rates(const tf_t& tfactors, T& rate_eval)
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         rate_eval.dscreened_rates_dT(k_p_Mn51_to_Fe52_removed) = drate_dT;
 
-    }
-    rate_Fe52_to_He4_Cr48_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Fe52_to_He4_Cr48_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Fe52_to_He4_Cr48_removed) = drate_dT;
-
-    }
-    rate_Fe52_to_p_Mn51_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Fe52_to_p_Mn51_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Fe52_to_p_Mn51_removed) = drate_dT;
-
-    }
-    rate_p_Mn51_to_He4_Cr48_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_p_Mn51_to_He4_Cr48_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_Mn51_to_He4_Cr48_removed) = drate_dT;
-
     }
     rate_He4_Fe52_to_Ni56_removed<do_T_derivatives>(tfactors, rate, drate_dT);
     rate_eval.screened_rates(k_He4_Fe52_to_Ni56_removed) = rate;
@@ -8318,22 +9585,364 @@ fill_reaclib_rates(const tf_t& tfactors, T& rate_eval)
         rate_eval.dscreened_rates_dT(k_p_Co55_to_Ni56_removed) = drate_dT;
 
     }
-    rate_Ni56_to_He4_Fe52_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Ni56_to_He4_Fe52_removed) = rate;
+    rate_N13_to_p_C12_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_N13_to_p_C12_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_N13_to_p_C12_derived) = drate_dT;
+
+    }
+    rate_N14_to_p_C13_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_N14_to_p_C13_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_N14_to_p_C13_derived) = drate_dT;
+
+    }
+    rate_O14_to_p_N13_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_O14_to_p_N13_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_O14_to_p_N13_derived) = drate_dT;
+
+    }
+    rate_O15_to_p_N14_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_O15_to_p_N14_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_O15_to_p_N14_derived) = drate_dT;
+
+    }
+    rate_O16_to_p_N15_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_O16_to_p_N15_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_O16_to_p_N15_derived) = drate_dT;
+
+    }
+    rate_O16_to_He4_C12_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_O16_to_He4_C12_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_O16_to_He4_C12_derived) = drate_dT;
+
+    }
+    rate_F17_to_p_O16_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_F17_to_p_O16_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_F17_to_p_O16_derived) = drate_dT;
+
+    }
+    rate_F18_to_p_O17_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_F18_to_p_O17_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_F18_to_p_O17_derived) = drate_dT;
+
+    }
+    rate_F18_to_He4_N14_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_F18_to_He4_N14_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_F18_to_He4_N14_derived) = drate_dT;
+
+    }
+    rate_F19_to_p_O18_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_F19_to_p_O18_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_F19_to_p_O18_derived) = drate_dT;
+
+    }
+    rate_F19_to_He4_N15_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_F19_to_He4_N15_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_F19_to_He4_N15_derived) = drate_dT;
+
+    }
+    rate_Ne18_to_p_F17_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Ne18_to_p_F17_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Ne18_to_p_F17_derived) = drate_dT;
+
+    }
+    rate_Ne18_to_He4_O14_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Ne18_to_He4_O14_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Ne18_to_He4_O14_derived) = drate_dT;
+
+    }
+    rate_Ne19_to_p_F18_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Ne19_to_p_F18_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Ne19_to_p_F18_derived) = drate_dT;
+
+    }
+    rate_Ne19_to_He4_O15_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Ne19_to_He4_O15_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Ne19_to_He4_O15_derived) = drate_dT;
+
+    }
+    rate_Ne20_to_p_F19_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Ne20_to_p_F19_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Ne20_to_p_F19_derived) = drate_dT;
+
+    }
+    rate_Ne20_to_He4_O16_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Ne20_to_He4_O16_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Ne20_to_He4_O16_derived) = drate_dT;
+
+    }
+    rate_Ne21_to_He4_O17_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Ne21_to_He4_O17_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Ne21_to_He4_O17_derived) = drate_dT;
+
+    }
+    rate_Na22_to_p_Ne21_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Na22_to_p_Ne21_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Na22_to_p_Ne21_derived) = drate_dT;
+
+    }
+    rate_Na22_to_He4_F18_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Na22_to_He4_F18_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Na22_to_He4_F18_derived) = drate_dT;
+
+    }
+    rate_Na23_to_He4_F19_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Na23_to_He4_F19_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Na23_to_He4_F19_derived) = drate_dT;
+
+    }
+    rate_Mg22_to_He4_Ne18_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Mg22_to_He4_Ne18_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Mg22_to_He4_Ne18_derived) = drate_dT;
+
+    }
+    rate_Mg24_to_p_Na23_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Mg24_to_p_Na23_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Mg24_to_p_Na23_derived) = drate_dT;
+
+    }
+    rate_Mg24_to_He4_Ne20_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Mg24_to_He4_Ne20_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Mg24_to_He4_Ne20_derived) = drate_dT;
+
+    }
+    rate_Si28_to_p_Al27_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Si28_to_p_Al27_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Si28_to_p_Al27_derived) = drate_dT;
+
+    }
+    rate_Si28_to_He4_Mg24_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Si28_to_He4_Mg24_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Si28_to_He4_Mg24_derived) = drate_dT;
+
+    }
+    rate_S32_to_p_P31_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_S32_to_p_P31_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_S32_to_p_P31_derived) = drate_dT;
+
+    }
+    rate_S32_to_He4_Si28_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_S32_to_He4_Si28_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_S32_to_He4_Si28_derived) = drate_dT;
+
+    }
+    rate_C12_to_He4_He4_He4_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_C12_to_He4_He4_He4_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_C12_to_He4_He4_He4_derived) = drate_dT;
+
+    }
+    rate_He4_C12_to_p_N15_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_He4_C12_to_p_N15_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_He4_C12_to_p_N15_derived) = drate_dT;
+
+    }
+    rate_He4_N14_to_p_O17_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_He4_N14_to_p_O17_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_He4_N14_to_p_O17_derived) = drate_dT;
+
+    }
+    rate_He4_N15_to_p_O18_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_He4_N15_to_p_O18_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_He4_N15_to_p_O18_derived) = drate_dT;
+
+    }
+    rate_He4_O15_to_p_F18_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_He4_O15_to_p_F18_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_He4_O15_to_p_F18_derived) = drate_dT;
+
+    }
+    rate_p_O16_to_He4_N13_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_p_O16_to_He4_N13_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_p_O16_to_He4_N13_derived) = drate_dT;
+
+    }
+    rate_He4_O16_to_p_F19_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_He4_O16_to_p_F19_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_He4_O16_to_p_F19_derived) = drate_dT;
+
+    }
+    rate_p_F17_to_He4_O14_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_p_F17_to_He4_O14_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_p_F17_to_He4_O14_derived) = drate_dT;
+
+    }
+    rate_He4_F17_to_p_Ne20_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_He4_F17_to_p_Ne20_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_He4_F17_to_p_Ne20_derived) = drate_dT;
+
+    }
+    rate_He4_Ne20_to_p_Na23_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_He4_Ne20_to_p_Na23_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_He4_Ne20_to_p_Na23_derived) = drate_dT;
+
+    }
+    rate_p_Ne21_to_He4_F18_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_p_Ne21_to_He4_F18_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_p_Ne21_to_He4_F18_derived) = drate_dT;
+
+    }
+    rate_p_Na22_to_He4_Ne19_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_p_Na22_to_He4_Ne19_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_p_Na22_to_He4_Ne19_derived) = drate_dT;
+
+    }
+    rate_He4_Mg24_to_p_Al27_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_He4_Mg24_to_p_Al27_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_He4_Mg24_to_p_Al27_derived) = drate_dT;
+
+    }
+    rate_He4_Si28_to_p_P31_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_He4_Si28_to_p_P31_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_He4_Si28_to_p_P31_derived) = drate_dT;
+
+    }
+    rate_He4_S32_to_p_Cl35_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_He4_S32_to_p_Cl35_derived_removed) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_He4_S32_to_p_Cl35_derived_removed) = drate_dT;
+
+    }
+    rate_Ar36_to_He4_S32_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Ar36_to_He4_S32_derived_removed) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Ar36_to_He4_S32_derived_removed) = drate_dT;
+
+    }
+    rate_Ar36_to_p_Cl35_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Ar36_to_p_Cl35_derived_removed) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Ar36_to_p_Cl35_derived_removed) = drate_dT;
+
+    }
+    rate_He4_Ar36_to_p_K39_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_He4_Ar36_to_p_K39_derived_removed) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_He4_Ar36_to_p_K39_derived_removed) = drate_dT;
+
+    }
+    rate_Ca40_to_He4_Ar36_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Ca40_to_He4_Ar36_derived_removed) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Ca40_to_He4_Ar36_derived_removed) = drate_dT;
+
+    }
+    rate_Ca40_to_p_K39_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Ca40_to_p_K39_derived_removed) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Ca40_to_p_K39_derived_removed) = drate_dT;
+
+    }
+    rate_He4_Ca40_to_p_Sc43_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_He4_Ca40_to_p_Sc43_derived_removed) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_He4_Ca40_to_p_Sc43_derived_removed) = drate_dT;
+
+    }
+    rate_Ti44_to_He4_Ca40_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Ti44_to_He4_Ca40_derived_removed) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Ti44_to_He4_Ca40_derived_removed) = drate_dT;
+
+    }
+    rate_Ti44_to_p_Sc43_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Ti44_to_p_Sc43_derived_removed) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Ti44_to_p_Sc43_derived_removed) = drate_dT;
+
+    }
+    rate_Cr48_to_He4_Ti44_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Cr48_to_He4_Ti44_derived_removed) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Cr48_to_He4_Ti44_derived_removed) = drate_dT;
+
+    }
+    rate_Cr48_to_p_V47_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Cr48_to_p_V47_derived_removed) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Cr48_to_p_V47_derived_removed) = drate_dT;
+
+    }
+    rate_p_V47_to_He4_Ti44_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_p_V47_to_He4_Ti44_derived_removed) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_p_V47_to_He4_Ti44_derived_removed) = drate_dT;
+
+    }
+    rate_Fe52_to_He4_Cr48_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Fe52_to_He4_Cr48_derived_removed) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Fe52_to_He4_Cr48_derived_removed) = drate_dT;
+
+    }
+    rate_Fe52_to_p_Mn51_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Fe52_to_p_Mn51_derived_removed) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Fe52_to_p_Mn51_derived_removed) = drate_dT;
+
+    }
+    rate_p_Mn51_to_He4_Cr48_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_p_Mn51_to_He4_Cr48_derived_removed) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_p_Mn51_to_He4_Cr48_derived_removed) = drate_dT;
+
+    }
+    rate_Ni56_to_He4_Fe52_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Ni56_to_He4_Fe52_derived_removed) = rate;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ni56_to_He4_Fe52_removed) = drate_dT;
+        rate_eval.dscreened_rates_dT(k_Ni56_to_He4_Fe52_derived_removed) = drate_dT;
 
     }
-    rate_Ni56_to_p_Co55_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Ni56_to_p_Co55_removed) = rate;
+    rate_Ni56_to_p_Co55_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Ni56_to_p_Co55_derived_removed) = rate;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ni56_to_p_Co55_removed) = drate_dT;
+        rate_eval.dscreened_rates_dT(k_Ni56_to_p_Co55_derived_removed) = drate_dT;
 
     }
-    rate_p_Co55_to_He4_Fe52_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_p_Co55_to_He4_Fe52_removed) = rate;
+    rate_p_Co55_to_He4_Fe52_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_p_Co55_to_He4_Fe52_derived_removed) = rate;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_Co55_to_He4_Fe52_removed) = drate_dT;
+        rate_eval.dscreened_rates_dT(k_p_Co55_to_He4_Fe52_derived_removed) = drate_dT;
 
     }
 
diff --git a/networks/subch_simple/actual_network.H b/networks/subch_simple/actual_network.H
index bffe785a28..12a2fe864f 100644
--- a/networks/subch_simple/actual_network.H
+++ b/networks/subch_simple/actual_network.H
@@ -30,67 +30,67 @@ namespace network
             return 0.0_rt;
         }
         else if constexpr (spec == He4) {
-            return 28.29566_rt;
+            return 28.295662457999697_rt;
         }
         else if constexpr (spec == C12) {
-            return 92.16172800000001_rt;
+            return 92.16173498399803_rt;
         }
         else if constexpr (spec == N13) {
-            return 94.105219_rt;
+            return 94.10522604799917_rt;
         }
         else if constexpr (spec == N14) {
-            return 104.65859599999999_rt;
+            return 104.65860734799753_rt;
         }
         else if constexpr (spec == O16) {
-            return 127.619296_rt;
+            return 127.6193154119992_rt;
         }
         else if constexpr (spec == F18) {
-            return 137.369484_rt;
+            return 137.36950247599816_rt;
         }
         else if constexpr (spec == Ne20) {
-            return 160.6448_rt;
+            return 160.64482384000075_rt;
         }
         else if constexpr (spec == Ne21) {
-            return 167.405973_rt;
+            return 167.40598973999658_rt;
         }
         else if constexpr (spec == Na22) {
-            return 174.144674_rt;
+            return 174.14457080400098_rt;
         }
         else if constexpr (spec == Na23) {
-            return 186.56433900000002_rt;
+            return 186.56435240400242_rt;
         }
         else if constexpr (spec == Mg24) {
-            return 198.25701600000002_rt;
+            return 198.2570479679962_rt;
         }
         else if constexpr (spec == Al27) {
-            return 224.951931_rt;
+            return 224.95193723199915_rt;
         }
         else if constexpr (spec == Si28) {
-            return 236.536832_rt;
+            return 236.53684539599638_rt;
         }
         else if constexpr (spec == P31) {
-            return 262.91617699999995_rt;
+            return 262.9161999600037_rt;
         }
         else if constexpr (spec == S32) {
-            return 271.78012800000005_rt;
+            return 271.78016372399725_rt;
         }
         else if constexpr (spec == Ar36) {
-            return 306.716724_rt;
+            return 306.7167469519991_rt;
         }
         else if constexpr (spec == Ca40) {
-            return 342.05212000000006_rt;
+            return 342.05218528000114_rt;
         }
         else if constexpr (spec == Ti44) {
-            return 375.47488000000004_rt;
+            return 375.47496160800074_rt;
         }
         else if constexpr (spec == Cr48) {
-            return 411.46891200000005_rt;
+            return 411.4679399359957_rt;
         }
         else if constexpr (spec == Fe52) {
-            return 447.697848_rt;
+            return 447.6996182639923_rt;
         }
         else if constexpr (spec == Ni56) {
-            return 483.995624_rt;
+            return 483.9956965919919_rt;
         }
 
 
@@ -148,100 +148,100 @@ namespace Rates
 
     enum NetworkRates
     {
-        k_N13_to_p_C12 = 1,
-        k_O16_to_He4_C12 = 2,
-        k_F18_to_He4_N14 = 3,
-        k_Ne20_to_He4_O16 = 4,
-        k_Na22_to_p_Ne21 = 5,
-        k_Na22_to_He4_F18 = 6,
-        k_Mg24_to_p_Na23 = 7,
-        k_Mg24_to_He4_Ne20 = 8,
-        k_Si28_to_p_Al27 = 9,
-        k_Si28_to_He4_Mg24 = 10,
-        k_S32_to_p_P31 = 11,
-        k_S32_to_He4_Si28 = 12,
-        k_C12_to_He4_He4_He4 = 13,
-        k_p_C12_to_N13 = 14,
-        k_He4_C12_to_O16 = 15,
-        k_He4_N14_to_F18 = 16,
-        k_He4_O16_to_Ne20 = 17,
-        k_He4_F18_to_Na22 = 18,
-        k_He4_Ne20_to_Mg24 = 19,
-        k_p_Ne21_to_Na22 = 20,
-        k_p_Na23_to_Mg24 = 21,
-        k_He4_Mg24_to_Si28 = 22,
-        k_p_Al27_to_Si28 = 23,
-        k_He4_Si28_to_S32 = 24,
-        k_p_P31_to_S32 = 25,
-        k_C12_C12_to_p_Na23 = 26,
-        k_C12_C12_to_He4_Ne20 = 27,
-        k_He4_N13_to_p_O16 = 28,
-        k_p_O16_to_He4_N13 = 29,
-        k_C12_O16_to_p_Al27 = 30,
-        k_C12_O16_to_He4_Mg24 = 31,
-        k_O16_O16_to_p_P31 = 32,
-        k_O16_O16_to_He4_Si28 = 33,
-        k_He4_F18_to_p_Ne21 = 34,
-        k_He4_Ne20_to_p_Na23 = 35,
-        k_p_Ne21_to_He4_F18 = 36,
-        k_p_Na23_to_He4_Ne20 = 37,
-        k_He4_Mg24_to_p_Al27 = 38,
-        k_p_Al27_to_He4_Mg24 = 39,
-        k_He4_Si28_to_p_P31 = 40,
-        k_p_P31_to_He4_Si28 = 41,
-        k_He4_He4_He4_to_C12 = 42,
-        k_C12_C12_to_Mg24_modified = 43,
-        k_O16_O16_to_S32_modified = 44,
-        k_C12_O16_to_Si28_modified = 45,
-        k_He4_S32_to_Ar36_removed = 46,
-        k_He4_S32_to_p_Cl35_removed = 47,
-        k_p_Cl35_to_Ar36_removed = 48,
-        k_Ar36_to_He4_S32_removed = 49,
-        k_Ar36_to_p_Cl35_removed = 50,
-        k_p_Cl35_to_He4_S32_removed = 51,
-        k_He4_Ar36_to_Ca40_removed = 52,
-        k_He4_Ar36_to_p_K39_removed = 53,
-        k_p_K39_to_Ca40_removed = 54,
-        k_Ca40_to_He4_Ar36_removed = 55,
-        k_Ca40_to_p_K39_removed = 56,
-        k_p_K39_to_He4_Ar36_removed = 57,
-        k_He4_Ca40_to_Ti44_removed = 58,
-        k_He4_Ca40_to_p_Sc43_removed = 59,
-        k_p_Sc43_to_Ti44_removed = 60,
-        k_Ti44_to_He4_Ca40_removed = 61,
-        k_Ti44_to_p_Sc43_removed = 62,
-        k_p_Sc43_to_He4_Ca40_removed = 63,
-        k_He4_Ti44_to_Cr48_removed = 64,
-        k_He4_Ti44_to_p_V47_removed = 65,
-        k_p_V47_to_Cr48_removed = 66,
-        k_Cr48_to_He4_Ti44_removed = 67,
-        k_Cr48_to_p_V47_removed = 68,
-        k_p_V47_to_He4_Ti44_removed = 69,
-        k_He4_Cr48_to_Fe52_removed = 70,
-        k_He4_Cr48_to_p_Mn51_removed = 71,
-        k_p_Mn51_to_Fe52_removed = 72,
-        k_Fe52_to_He4_Cr48_removed = 73,
-        k_Fe52_to_p_Mn51_removed = 74,
-        k_p_Mn51_to_He4_Cr48_removed = 75,
-        k_He4_Fe52_to_Ni56_removed = 76,
-        k_He4_Fe52_to_p_Co55_removed = 77,
-        k_p_Co55_to_Ni56_removed = 78,
-        k_Ni56_to_He4_Fe52_removed = 79,
-        k_Ni56_to_p_Co55_removed = 80,
-        k_p_Co55_to_He4_Fe52_removed = 81,
-        k_S32_He4_to_Ar36_approx = 82,
-        k_Ar36_to_S32_He4_approx = 83,
-        k_Ar36_He4_to_Ca40_approx = 84,
-        k_Ca40_to_Ar36_He4_approx = 85,
-        k_Ca40_He4_to_Ti44_approx = 86,
-        k_Ti44_to_Ca40_He4_approx = 87,
-        k_Ti44_He4_to_Cr48_approx = 88,
-        k_Cr48_to_Ti44_He4_approx = 89,
-        k_Cr48_He4_to_Fe52_approx = 90,
-        k_Fe52_to_Cr48_He4_approx = 91,
-        k_Fe52_He4_to_Ni56_approx = 92,
-        k_Ni56_to_Fe52_He4_approx = 93,
-        NumRates = k_Ni56_to_Fe52_He4_approx
+        k_p_C12_to_N13 = 1,
+        k_He4_C12_to_O16 = 2,
+        k_He4_N14_to_F18 = 3,
+        k_He4_O16_to_Ne20 = 4,
+        k_He4_F18_to_Na22 = 5,
+        k_He4_Ne20_to_Mg24 = 6,
+        k_p_Ne21_to_Na22 = 7,
+        k_p_Na23_to_Mg24 = 8,
+        k_He4_Mg24_to_Si28 = 9,
+        k_p_Al27_to_Si28 = 10,
+        k_He4_Si28_to_S32 = 11,
+        k_p_P31_to_S32 = 12,
+        k_C12_C12_to_p_Na23 = 13,
+        k_C12_C12_to_He4_Ne20 = 14,
+        k_He4_N13_to_p_O16 = 15,
+        k_C12_O16_to_p_Al27 = 16,
+        k_C12_O16_to_He4_Mg24 = 17,
+        k_O16_O16_to_p_P31 = 18,
+        k_O16_O16_to_He4_Si28 = 19,
+        k_He4_F18_to_p_Ne21 = 20,
+        k_p_Na23_to_He4_Ne20 = 21,
+        k_p_Al27_to_He4_Mg24 = 22,
+        k_p_P31_to_He4_Si28 = 23,
+        k_He4_He4_He4_to_C12 = 24,
+        k_C12_C12_to_Mg24_modified = 25,
+        k_O16_O16_to_S32_modified = 26,
+        k_C12_O16_to_Si28_modified = 27,
+        k_He4_S32_to_Ar36_removed = 28,
+        k_p_Cl35_to_Ar36_removed = 29,
+        k_p_Cl35_to_He4_S32_removed = 30,
+        k_He4_Ar36_to_Ca40_removed = 31,
+        k_p_K39_to_Ca40_removed = 32,
+        k_p_K39_to_He4_Ar36_removed = 33,
+        k_He4_Ca40_to_Ti44_removed = 34,
+        k_p_Sc43_to_Ti44_removed = 35,
+        k_p_Sc43_to_He4_Ca40_removed = 36,
+        k_He4_Ti44_to_Cr48_removed = 37,
+        k_He4_Ti44_to_p_V47_removed = 38,
+        k_p_V47_to_Cr48_removed = 39,
+        k_He4_Cr48_to_Fe52_removed = 40,
+        k_He4_Cr48_to_p_Mn51_removed = 41,
+        k_p_Mn51_to_Fe52_removed = 42,
+        k_He4_Fe52_to_Ni56_removed = 43,
+        k_He4_Fe52_to_p_Co55_removed = 44,
+        k_p_Co55_to_Ni56_removed = 45,
+        k_S32_He4_to_Ar36_approx = 46,
+        k_Ar36_to_S32_He4_approx = 47,
+        k_Ar36_He4_to_Ca40_approx = 48,
+        k_Ca40_to_Ar36_He4_approx = 49,
+        k_Ca40_He4_to_Ti44_approx = 50,
+        k_Ti44_to_Ca40_He4_approx = 51,
+        k_Ti44_He4_to_Cr48_approx = 52,
+        k_Cr48_to_Ti44_He4_approx = 53,
+        k_Cr48_He4_to_Fe52_approx = 54,
+        k_Fe52_to_Cr48_He4_approx = 55,
+        k_Fe52_He4_to_Ni56_approx = 56,
+        k_Ni56_to_Fe52_He4_approx = 57,
+        k_N13_to_p_C12_derived = 58,
+        k_O16_to_He4_C12_derived = 59,
+        k_F18_to_He4_N14_derived = 60,
+        k_Ne20_to_He4_O16_derived = 61,
+        k_Na22_to_p_Ne21_derived = 62,
+        k_Na22_to_He4_F18_derived = 63,
+        k_Mg24_to_p_Na23_derived = 64,
+        k_Mg24_to_He4_Ne20_derived = 65,
+        k_Si28_to_p_Al27_derived = 66,
+        k_Si28_to_He4_Mg24_derived = 67,
+        k_S32_to_p_P31_derived = 68,
+        k_S32_to_He4_Si28_derived = 69,
+        k_C12_to_He4_He4_He4_derived = 70,
+        k_p_O16_to_He4_N13_derived = 71,
+        k_He4_Ne20_to_p_Na23_derived = 72,
+        k_p_Ne21_to_He4_F18_derived = 73,
+        k_He4_Mg24_to_p_Al27_derived = 74,
+        k_He4_Si28_to_p_P31_derived = 75,
+        k_He4_S32_to_p_Cl35_derived_removed = 76,
+        k_Ar36_to_He4_S32_derived_removed = 77,
+        k_Ar36_to_p_Cl35_derived_removed = 78,
+        k_He4_Ar36_to_p_K39_derived_removed = 79,
+        k_Ca40_to_He4_Ar36_derived_removed = 80,
+        k_Ca40_to_p_K39_derived_removed = 81,
+        k_He4_Ca40_to_p_Sc43_derived_removed = 82,
+        k_Ti44_to_He4_Ca40_derived_removed = 83,
+        k_Ti44_to_p_Sc43_derived_removed = 84,
+        k_Cr48_to_He4_Ti44_derived_removed = 85,
+        k_Cr48_to_p_V47_derived_removed = 86,
+        k_p_V47_to_He4_Ti44_derived_removed = 87,
+        k_Fe52_to_He4_Cr48_derived_removed = 88,
+        k_Fe52_to_p_Mn51_derived_removed = 89,
+        k_p_Mn51_to_He4_Cr48_derived_removed = 90,
+        k_Ni56_to_He4_Fe52_derived_removed = 91,
+        k_Ni56_to_p_Co55_derived_removed = 92,
+        k_p_Co55_to_He4_Fe52_derived_removed = 93,
+        NumRates = k_p_Co55_to_He4_Fe52_derived_removed
     };
 
     // number of reaclib rates
@@ -258,99 +258,99 @@ namespace Rates
 
     static const std::vector<std::string> rate_names = {
         "",   // 0
-        "N13_to_p_C12",  // 1,
-        "O16_to_He4_C12",  // 2,
-        "F18_to_He4_N14",  // 3,
-        "Ne20_to_He4_O16",  // 4,
-        "Na22_to_p_Ne21",  // 5,
-        "Na22_to_He4_F18",  // 6,
-        "Mg24_to_p_Na23",  // 7,
-        "Mg24_to_He4_Ne20",  // 8,
-        "Si28_to_p_Al27",  // 9,
-        "Si28_to_He4_Mg24",  // 10,
-        "S32_to_p_P31",  // 11,
-        "S32_to_He4_Si28",  // 12,
-        "C12_to_He4_He4_He4",  // 13,
-        "p_C12_to_N13",  // 14,
-        "He4_C12_to_O16",  // 15,
-        "He4_N14_to_F18",  // 16,
-        "He4_O16_to_Ne20",  // 17,
-        "He4_F18_to_Na22",  // 18,
-        "He4_Ne20_to_Mg24",  // 19,
-        "p_Ne21_to_Na22",  // 20,
-        "p_Na23_to_Mg24",  // 21,
-        "He4_Mg24_to_Si28",  // 22,
-        "p_Al27_to_Si28",  // 23,
-        "He4_Si28_to_S32",  // 24,
-        "p_P31_to_S32",  // 25,
-        "C12_C12_to_p_Na23",  // 26,
-        "C12_C12_to_He4_Ne20",  // 27,
-        "He4_N13_to_p_O16",  // 28,
-        "p_O16_to_He4_N13",  // 29,
-        "C12_O16_to_p_Al27",  // 30,
-        "C12_O16_to_He4_Mg24",  // 31,
-        "O16_O16_to_p_P31",  // 32,
-        "O16_O16_to_He4_Si28",  // 33,
-        "He4_F18_to_p_Ne21",  // 34,
-        "He4_Ne20_to_p_Na23",  // 35,
-        "p_Ne21_to_He4_F18",  // 36,
-        "p_Na23_to_He4_Ne20",  // 37,
-        "He4_Mg24_to_p_Al27",  // 38,
-        "p_Al27_to_He4_Mg24",  // 39,
-        "He4_Si28_to_p_P31",  // 40,
-        "p_P31_to_He4_Si28",  // 41,
-        "He4_He4_He4_to_C12",  // 42,
-        "C12_C12_to_Mg24_modified",  // 43,
-        "O16_O16_to_S32_modified",  // 44,
-        "C12_O16_to_Si28_modified",  // 45,
-        "He4_S32_to_Ar36_removed",  // 46,
-        "He4_S32_to_p_Cl35_removed",  // 47,
-        "p_Cl35_to_Ar36_removed",  // 48,
-        "Ar36_to_He4_S32_removed",  // 49,
-        "Ar36_to_p_Cl35_removed",  // 50,
-        "p_Cl35_to_He4_S32_removed",  // 51,
-        "He4_Ar36_to_Ca40_removed",  // 52,
-        "He4_Ar36_to_p_K39_removed",  // 53,
-        "p_K39_to_Ca40_removed",  // 54,
-        "Ca40_to_He4_Ar36_removed",  // 55,
-        "Ca40_to_p_K39_removed",  // 56,
-        "p_K39_to_He4_Ar36_removed",  // 57,
-        "He4_Ca40_to_Ti44_removed",  // 58,
-        "He4_Ca40_to_p_Sc43_removed",  // 59,
-        "p_Sc43_to_Ti44_removed",  // 60,
-        "Ti44_to_He4_Ca40_removed",  // 61,
-        "Ti44_to_p_Sc43_removed",  // 62,
-        "p_Sc43_to_He4_Ca40_removed",  // 63,
-        "He4_Ti44_to_Cr48_removed",  // 64,
-        "He4_Ti44_to_p_V47_removed",  // 65,
-        "p_V47_to_Cr48_removed",  // 66,
-        "Cr48_to_He4_Ti44_removed",  // 67,
-        "Cr48_to_p_V47_removed",  // 68,
-        "p_V47_to_He4_Ti44_removed",  // 69,
-        "He4_Cr48_to_Fe52_removed",  // 70,
-        "He4_Cr48_to_p_Mn51_removed",  // 71,
-        "p_Mn51_to_Fe52_removed",  // 72,
-        "Fe52_to_He4_Cr48_removed",  // 73,
-        "Fe52_to_p_Mn51_removed",  // 74,
-        "p_Mn51_to_He4_Cr48_removed",  // 75,
-        "He4_Fe52_to_Ni56_removed",  // 76,
-        "He4_Fe52_to_p_Co55_removed",  // 77,
-        "p_Co55_to_Ni56_removed",  // 78,
-        "Ni56_to_He4_Fe52_removed",  // 79,
-        "Ni56_to_p_Co55_removed",  // 80,
-        "p_Co55_to_He4_Fe52_removed",  // 81,
-        "S32_He4_to_Ar36_approx",  // 82,
-        "Ar36_to_S32_He4_approx",  // 83,
-        "Ar36_He4_to_Ca40_approx",  // 84,
-        "Ca40_to_Ar36_He4_approx",  // 85,
-        "Ca40_He4_to_Ti44_approx",  // 86,
-        "Ti44_to_Ca40_He4_approx",  // 87,
-        "Ti44_He4_to_Cr48_approx",  // 88,
-        "Cr48_to_Ti44_He4_approx",  // 89,
-        "Cr48_He4_to_Fe52_approx",  // 90,
-        "Fe52_to_Cr48_He4_approx",  // 91,
-        "Fe52_He4_to_Ni56_approx",  // 92,
-        "Ni56_to_Fe52_He4_approx"  // 93,
+        "p_C12_to_N13",  // 1,
+        "He4_C12_to_O16",  // 2,
+        "He4_N14_to_F18",  // 3,
+        "He4_O16_to_Ne20",  // 4,
+        "He4_F18_to_Na22",  // 5,
+        "He4_Ne20_to_Mg24",  // 6,
+        "p_Ne21_to_Na22",  // 7,
+        "p_Na23_to_Mg24",  // 8,
+        "He4_Mg24_to_Si28",  // 9,
+        "p_Al27_to_Si28",  // 10,
+        "He4_Si28_to_S32",  // 11,
+        "p_P31_to_S32",  // 12,
+        "C12_C12_to_p_Na23",  // 13,
+        "C12_C12_to_He4_Ne20",  // 14,
+        "He4_N13_to_p_O16",  // 15,
+        "C12_O16_to_p_Al27",  // 16,
+        "C12_O16_to_He4_Mg24",  // 17,
+        "O16_O16_to_p_P31",  // 18,
+        "O16_O16_to_He4_Si28",  // 19,
+        "He4_F18_to_p_Ne21",  // 20,
+        "p_Na23_to_He4_Ne20",  // 21,
+        "p_Al27_to_He4_Mg24",  // 22,
+        "p_P31_to_He4_Si28",  // 23,
+        "He4_He4_He4_to_C12",  // 24,
+        "C12_C12_to_Mg24_modified",  // 25,
+        "O16_O16_to_S32_modified",  // 26,
+        "C12_O16_to_Si28_modified",  // 27,
+        "He4_S32_to_Ar36_removed",  // 28,
+        "p_Cl35_to_Ar36_removed",  // 29,
+        "p_Cl35_to_He4_S32_removed",  // 30,
+        "He4_Ar36_to_Ca40_removed",  // 31,
+        "p_K39_to_Ca40_removed",  // 32,
+        "p_K39_to_He4_Ar36_removed",  // 33,
+        "He4_Ca40_to_Ti44_removed",  // 34,
+        "p_Sc43_to_Ti44_removed",  // 35,
+        "p_Sc43_to_He4_Ca40_removed",  // 36,
+        "He4_Ti44_to_Cr48_removed",  // 37,
+        "He4_Ti44_to_p_V47_removed",  // 38,
+        "p_V47_to_Cr48_removed",  // 39,
+        "He4_Cr48_to_Fe52_removed",  // 40,
+        "He4_Cr48_to_p_Mn51_removed",  // 41,
+        "p_Mn51_to_Fe52_removed",  // 42,
+        "He4_Fe52_to_Ni56_removed",  // 43,
+        "He4_Fe52_to_p_Co55_removed",  // 44,
+        "p_Co55_to_Ni56_removed",  // 45,
+        "S32_He4_to_Ar36_approx",  // 46,
+        "Ar36_to_S32_He4_approx",  // 47,
+        "Ar36_He4_to_Ca40_approx",  // 48,
+        "Ca40_to_Ar36_He4_approx",  // 49,
+        "Ca40_He4_to_Ti44_approx",  // 50,
+        "Ti44_to_Ca40_He4_approx",  // 51,
+        "Ti44_He4_to_Cr48_approx",  // 52,
+        "Cr48_to_Ti44_He4_approx",  // 53,
+        "Cr48_He4_to_Fe52_approx",  // 54,
+        "Fe52_to_Cr48_He4_approx",  // 55,
+        "Fe52_He4_to_Ni56_approx",  // 56,
+        "Ni56_to_Fe52_He4_approx",  // 57,
+        "N13_to_p_C12_derived",  // 58,
+        "O16_to_He4_C12_derived",  // 59,
+        "F18_to_He4_N14_derived",  // 60,
+        "Ne20_to_He4_O16_derived",  // 61,
+        "Na22_to_p_Ne21_derived",  // 62,
+        "Na22_to_He4_F18_derived",  // 63,
+        "Mg24_to_p_Na23_derived",  // 64,
+        "Mg24_to_He4_Ne20_derived",  // 65,
+        "Si28_to_p_Al27_derived",  // 66,
+        "Si28_to_He4_Mg24_derived",  // 67,
+        "S32_to_p_P31_derived",  // 68,
+        "S32_to_He4_Si28_derived",  // 69,
+        "C12_to_He4_He4_He4_derived",  // 70,
+        "p_O16_to_He4_N13_derived",  // 71,
+        "He4_Ne20_to_p_Na23_derived",  // 72,
+        "p_Ne21_to_He4_F18_derived",  // 73,
+        "He4_Mg24_to_p_Al27_derived",  // 74,
+        "He4_Si28_to_p_P31_derived",  // 75,
+        "He4_S32_to_p_Cl35_derived_removed",  // 76,
+        "Ar36_to_He4_S32_derived_removed",  // 77,
+        "Ar36_to_p_Cl35_derived_removed",  // 78,
+        "He4_Ar36_to_p_K39_derived_removed",  // 79,
+        "Ca40_to_He4_Ar36_derived_removed",  // 80,
+        "Ca40_to_p_K39_derived_removed",  // 81,
+        "He4_Ca40_to_p_Sc43_derived_removed",  // 82,
+        "Ti44_to_He4_Ca40_derived_removed",  // 83,
+        "Ti44_to_p_Sc43_derived_removed",  // 84,
+        "Cr48_to_He4_Ti44_derived_removed",  // 85,
+        "Cr48_to_p_V47_derived_removed",  // 86,
+        "p_V47_to_He4_Ti44_derived_removed",  // 87,
+        "Fe52_to_He4_Cr48_derived_removed",  // 88,
+        "Fe52_to_p_Mn51_derived_removed",  // 89,
+        "p_Mn51_to_He4_Cr48_derived_removed",  // 90,
+        "Ni56_to_He4_Fe52_derived_removed",  // 91,
+        "Ni56_to_p_Co55_derived_removed",  // 92,
+        "p_Co55_to_He4_Fe52_derived_removed"  // 93,
     };
 
 }
diff --git a/networks/subch_simple/actual_network_data.cpp b/networks/subch_simple/actual_network_data.cpp
index f21d5b2b48..d34fb8d23f 100644
--- a/networks/subch_simple/actual_network_data.cpp
+++ b/networks/subch_simple/actual_network_data.cpp
@@ -5,48 +5,30 @@
 namespace NSE_INDEX
 {
     AMREX_GPU_MANAGED amrex::Array2D<int, 1, Rates::NumRates, 1, 7, Order::C> rate_indices {
-        -1, -1, 3, -1, 0, 2, -1,
-        -1, -1, 5, -1, 1, 2, -1,
-        -1, -1, 6, -1, 1, 4, -1,
-        -1, -1, 7, -1, 1, 5, -1,
-        -1, -1, 9, -1, 0, 8, -1,
-        -1, -1, 9, -1, 1, 6, -1,
-        -1, -1, 11, -1, 0, 10, -1,
-        -1, -1, 11, -1, 1, 7, -1,
-        -1, -1, 13, -1, 0, 12, -1,
-        -1, -1, 13, -1, 1, 11, -1,
-        -1, -1, 15, -1, 0, 14, -1,
-        -1, -1, 15, -1, 1, 13, -1,
-        -1, -1, 2, 1, 1, 1, -1,
-        -1, 0, 2, -1, -1, 3, 1,
-        -1, 1, 2, -1, -1, 5, 2,
-        -1, 1, 4, -1, -1, 6, 3,
-        -1, 1, 5, -1, -1, 7, 4,
-        -1, 1, 6, -1, -1, 9, 6,
-        -1, 1, 7, -1, -1, 11, 8,
-        -1, 0, 8, -1, -1, 9, 5,
-        -1, 0, 10, -1, -1, 11, 7,
-        -1, 1, 11, -1, -1, 13, 10,
-        -1, 0, 12, -1, -1, 13, 9,
-        -1, 1, 13, -1, -1, 15, 12,
-        -1, 0, 14, -1, -1, 15, 11,
+        -1, 0, 2, -1, -1, 3, 58,
+        -1, 1, 2, -1, -1, 5, 59,
+        -1, 1, 4, -1, -1, 6, 60,
+        -1, 1, 5, -1, -1, 7, 61,
+        -1, 1, 6, -1, -1, 9, 63,
+        -1, 1, 7, -1, -1, 11, 65,
+        -1, 0, 8, -1, -1, 9, 62,
+        -1, 0, 10, -1, -1, 11, 64,
+        -1, 1, 11, -1, -1, 13, 67,
+        -1, 0, 12, -1, -1, 13, 66,
+        -1, 1, 13, -1, -1, 15, 69,
+        -1, 0, 14, -1, -1, 15, 68,
         -1, 2, 2, -1, 0, 10, -1,
         -1, 2, 2, -1, 1, 7, -1,
-        -1, 1, 3, -1, 0, 5, 29,
-        -1, 0, 5, -1, 1, 3, -1,
+        -1, 1, 3, -1, 0, 5, 71,
         -1, 2, 5, -1, 0, 12, -1,
         -1, 2, 5, -1, 1, 11, -1,
         -1, 5, 5, -1, 0, 14, -1,
         -1, 5, 5, -1, 1, 13, -1,
-        -1, 1, 6, -1, 0, 8, 36,
-        -1, 1, 7, -1, 0, 10, -1,
-        -1, 0, 8, -1, 1, 6, -1,
-        -1, 0, 10, -1, 1, 7, 35,
-        -1, 1, 11, -1, 0, 12, -1,
-        -1, 0, 12, -1, 1, 11, 38,
-        -1, 1, 13, -1, 0, 14, -1,
-        -1, 0, 14, -1, 1, 13, 40,
-        1, 1, 1, -1, -1, 2, 13,
+        -1, 1, 6, -1, 0, 8, 73,
+        -1, 0, 10, -1, 1, 7, 72,
+        -1, 0, 12, -1, 1, 11, 74,
+        -1, 0, 14, -1, 1, 13, 75,
+        1, 1, 1, -1, -1, 2, 70,
         -1, 2, 2, -1, -1, 11, -1,
         -1, 5, 5, -1, -1, 15, -1,
         -1, 2, 5, -1, -1, 13, -1,
@@ -68,6 +50,36 @@ namespace NSE_INDEX
         -1, -1, -1, -1, -1, -1, -1,
         -1, -1, -1, -1, -1, -1, -1,
         -1, -1, -1, -1, -1, -1, -1,
+        -1, 1, 15, -1, -1, 16, 47,
+        -1, -1, 16, -1, 1, 15, -1,
+        -1, 1, 16, -1, -1, 17, 49,
+        -1, -1, 17, -1, 1, 16, -1,
+        -1, 1, 17, -1, -1, 18, 51,
+        -1, -1, 18, -1, 1, 17, -1,
+        -1, 1, 18, -1, -1, 19, 53,
+        -1, -1, 19, -1, 1, 18, -1,
+        -1, 1, 19, -1, -1, 20, 55,
+        -1, -1, 20, -1, 1, 19, -1,
+        -1, 1, 20, -1, -1, 21, 57,
+        -1, -1, 21, -1, 1, 20, -1,
+        -1, -1, 3, -1, 0, 2, -1,
+        -1, -1, 5, -1, 1, 2, -1,
+        -1, -1, 6, -1, 1, 4, -1,
+        -1, -1, 7, -1, 1, 5, -1,
+        -1, -1, 9, -1, 0, 8, -1,
+        -1, -1, 9, -1, 1, 6, -1,
+        -1, -1, 11, -1, 0, 10, -1,
+        -1, -1, 11, -1, 1, 7, -1,
+        -1, -1, 13, -1, 0, 12, -1,
+        -1, -1, 13, -1, 1, 11, -1,
+        -1, -1, 15, -1, 0, 14, -1,
+        -1, -1, 15, -1, 1, 13, -1,
+        -1, -1, 2, 1, 1, 1, -1,
+        -1, 0, 5, -1, 1, 3, -1,
+        -1, 1, 7, -1, 0, 10, -1,
+        -1, 0, 8, -1, 1, 6, -1,
+        -1, 1, 11, -1, 0, 12, -1,
+        -1, 1, 13, -1, 0, 14, -1,
         -1, -1, -1, -1, -1, -1, -1,
         -1, -1, -1, -1, -1, -1, -1,
         -1, -1, -1, -1, -1, -1, -1,
@@ -85,19 +97,7 @@ namespace NSE_INDEX
         -1, -1, -1, -1, -1, -1, -1,
         -1, -1, -1, -1, -1, -1, -1,
         -1, -1, -1, -1, -1, -1, -1,
-        -1, -1, -1, -1, -1, -1, -1,
-        -1, 1, 15, -1, -1, 16, 83,
-        -1, -1, 16, -1, 1, 15, -1,
-        -1, 1, 16, -1, -1, 17, 85,
-        -1, -1, 17, -1, 1, 16, -1,
-        -1, 1, 17, -1, -1, 18, 87,
-        -1, -1, 18, -1, 1, 17, -1,
-        -1, 1, 18, -1, -1, 19, 89,
-        -1, -1, 19, -1, 1, 18, -1,
-        -1, 1, 19, -1, -1, 20, 91,
-        -1, -1, 20, -1, 1, 19, -1,
-        -1, 1, 20, -1, -1, 21, 93,
-        -1, -1, 21, -1, 1, 20, -1
+        -1, -1, -1, -1, -1, -1, -1
     };
 }
 #endif
diff --git a/networks/subch_simple/actual_rhs.H b/networks/subch_simple/actual_rhs.H
index 17481e41d7..e86231b182 100644
--- a/networks/subch_simple/actual_rhs.H
+++ b/networks/subch_simple/actual_rhs.H
@@ -76,9 +76,9 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         if constexpr (std::is_same_v<T, rate_derivs_t>) {
             rate_eval.dscreened_rates_dT(k_p_C12_to_N13) = 0.0;
         }
-        rate_eval.screened_rates(k_N13_to_p_C12) = 0.0;
+        rate_eval.screened_rates(k_N13_to_p_C12_derived) = 0.0;
         if constexpr (std::is_same_v<T, rate_derivs_t>) {
-            rate_eval.dscreened_rates_dT(k_N13_to_p_C12) = 0.0;
+            rate_eval.dscreened_rates_dT(k_N13_to_p_C12_derived) = 0.0;
         }
     }
 
@@ -87,9 +87,9 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         if constexpr (std::is_same_v<T, rate_derivs_t>) {
             rate_eval.dscreened_rates_dT(k_He4_N13_to_p_O16) = 0.0;
         }
-        rate_eval.screened_rates(k_p_O16_to_He4_N13) = 0.0;
+        rate_eval.screened_rates(k_p_O16_to_He4_N13_derived) = 0.0;
         if constexpr (std::is_same_v<T, rate_derivs_t>) {
-            rate_eval.dscreened_rates_dT(k_p_O16_to_He4_N13) = 0.0;
+            rate_eval.dscreened_rates_dT(k_p_O16_to_He4_N13_derived) = 0.0;
         }
     }
 
@@ -113,13 +113,6 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_N13_to_p_C12);
-    rate_eval.screened_rates(k_N13_to_p_C12) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_N13_to_p_C12);
-        rate_eval.dscreened_rates_dT(k_N13_to_p_C12) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
     ratraw = rate_eval.screened_rates(k_p_C12_to_N13);
     rate_eval.screened_rates(k_p_C12_to_N13) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
@@ -127,6 +120,13 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_p_C12_to_N13) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
+    ratraw = rate_eval.screened_rates(k_N13_to_p_C12_derived);
+    rate_eval.screened_rates(k_N13_to_p_C12_derived) *= scor;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_N13_to_p_C12_derived);
+        rate_eval.dscreened_rates_dT(k_N13_to_p_C12_derived) = ratraw * dscor_dt + dratraw_dT * scor;
+    }
+
 
     {
         constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 6.0_rt, 12.0_rt);
@@ -139,13 +139,6 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_O16_to_He4_C12);
-    rate_eval.screened_rates(k_O16_to_He4_C12) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_O16_to_He4_C12);
-        rate_eval.dscreened_rates_dT(k_O16_to_He4_C12) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
     ratraw = rate_eval.screened_rates(k_He4_C12_to_O16);
     rate_eval.screened_rates(k_He4_C12_to_O16) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
@@ -153,6 +146,13 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_He4_C12_to_O16) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
+    ratraw = rate_eval.screened_rates(k_O16_to_He4_C12_derived);
+    rate_eval.screened_rates(k_O16_to_He4_C12_derived) *= scor;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_O16_to_He4_C12_derived);
+        rate_eval.dscreened_rates_dT(k_O16_to_He4_C12_derived) = ratraw * dscor_dt + dratraw_dT * scor;
+    }
+
 
     {
         constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 7.0_rt, 14.0_rt);
@@ -165,13 +165,6 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_F18_to_He4_N14);
-    rate_eval.screened_rates(k_F18_to_He4_N14) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_F18_to_He4_N14);
-        rate_eval.dscreened_rates_dT(k_F18_to_He4_N14) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
     ratraw = rate_eval.screened_rates(k_He4_N14_to_F18);
     rate_eval.screened_rates(k_He4_N14_to_F18) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
@@ -179,6 +172,13 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_He4_N14_to_F18) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
+    ratraw = rate_eval.screened_rates(k_F18_to_He4_N14_derived);
+    rate_eval.screened_rates(k_F18_to_He4_N14_derived) *= scor;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_F18_to_He4_N14_derived);
+        rate_eval.dscreened_rates_dT(k_F18_to_He4_N14_derived) = ratraw * dscor_dt + dratraw_dT * scor;
+    }
+
 
     {
         constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 8.0_rt, 16.0_rt);
@@ -191,13 +191,6 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_Ne20_to_He4_O16);
-    rate_eval.screened_rates(k_Ne20_to_He4_O16) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ne20_to_He4_O16);
-        rate_eval.dscreened_rates_dT(k_Ne20_to_He4_O16) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
     ratraw = rate_eval.screened_rates(k_He4_O16_to_Ne20);
     rate_eval.screened_rates(k_He4_O16_to_Ne20) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
@@ -205,30 +198,11 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_He4_O16_to_Ne20) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-
-    {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 10.0_rt, 21.0_rt);
-
-
-        static_assert(scn_fac.z1 == 1.0_rt);
-
-
-        actual_screen(pstate, scn_fac, scor, dscor_dt);
-    }
-
-
-    ratraw = rate_eval.screened_rates(k_Na22_to_p_Ne21);
-    rate_eval.screened_rates(k_Na22_to_p_Ne21) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Na22_to_p_Ne21);
-        rate_eval.dscreened_rates_dT(k_Na22_to_p_Ne21) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-    ratraw = rate_eval.screened_rates(k_p_Ne21_to_Na22);
-    rate_eval.screened_rates(k_p_Ne21_to_Na22) *= scor;
+    ratraw = rate_eval.screened_rates(k_Ne20_to_He4_O16_derived);
+    rate_eval.screened_rates(k_Ne20_to_He4_O16_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Ne21_to_Na22);
-        rate_eval.dscreened_rates_dT(k_p_Ne21_to_Na22) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ne20_to_He4_O16_derived);
+        rate_eval.dscreened_rates_dT(k_Ne20_to_He4_O16_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
@@ -243,13 +217,6 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_Na22_to_He4_F18);
-    rate_eval.screened_rates(k_Na22_to_He4_F18) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Na22_to_He4_F18);
-        rate_eval.dscreened_rates_dT(k_Na22_to_He4_F18) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
     ratraw = rate_eval.screened_rates(k_He4_F18_to_Na22);
     rate_eval.screened_rates(k_He4_F18_to_Na22) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
@@ -264,82 +231,75 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_He4_F18_to_p_Ne21) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_Ne21_to_He4_F18);
-    rate_eval.screened_rates(k_p_Ne21_to_He4_F18) *= scor;
+    ratraw = rate_eval.screened_rates(k_Na22_to_He4_F18_derived);
+    rate_eval.screened_rates(k_Na22_to_He4_F18_derived) *= scor;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Na22_to_He4_F18_derived);
+        rate_eval.dscreened_rates_dT(k_Na22_to_He4_F18_derived) = ratraw * dscor_dt + dratraw_dT * scor;
+    }
+
+    ratraw = rate_eval.screened_rates(k_p_Ne21_to_He4_F18_derived);
+    rate_eval.screened_rates(k_p_Ne21_to_He4_F18_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Ne21_to_He4_F18);
-        rate_eval.dscreened_rates_dT(k_p_Ne21_to_He4_F18) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Ne21_to_He4_F18_derived);
+        rate_eval.dscreened_rates_dT(k_p_Ne21_to_He4_F18_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 11.0_rt, 23.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 10.0_rt, 20.0_rt);
 
 
-        static_assert(scn_fac.z1 == 1.0_rt);
+        static_assert(scn_fac.z1 == 2.0_rt);
 
 
         actual_screen(pstate, scn_fac, scor, dscor_dt);
     }
 
 
-    ratraw = rate_eval.screened_rates(k_Mg24_to_p_Na23);
-    rate_eval.screened_rates(k_Mg24_to_p_Na23) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Mg24_to_p_Na23);
-        rate_eval.dscreened_rates_dT(k_Mg24_to_p_Na23) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-    ratraw = rate_eval.screened_rates(k_p_Na23_to_Mg24);
-    rate_eval.screened_rates(k_p_Na23_to_Mg24) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Na23_to_Mg24);
-        rate_eval.dscreened_rates_dT(k_p_Na23_to_Mg24) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-    ratraw = rate_eval.screened_rates(k_He4_Ne20_to_p_Na23);
-    rate_eval.screened_rates(k_He4_Ne20_to_p_Na23) *= scor;
+    ratraw = rate_eval.screened_rates(k_He4_Ne20_to_Mg24);
+    rate_eval.screened_rates(k_He4_Ne20_to_Mg24) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Ne20_to_p_Na23);
-        rate_eval.dscreened_rates_dT(k_He4_Ne20_to_p_Na23) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Ne20_to_Mg24);
+        rate_eval.dscreened_rates_dT(k_He4_Ne20_to_Mg24) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_Na23_to_He4_Ne20);
-    rate_eval.screened_rates(k_p_Na23_to_He4_Ne20) *= scor;
+    ratraw = rate_eval.screened_rates(k_Mg24_to_He4_Ne20_derived);
+    rate_eval.screened_rates(k_Mg24_to_He4_Ne20_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Na23_to_He4_Ne20);
-        rate_eval.dscreened_rates_dT(k_p_Na23_to_He4_Ne20) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Mg24_to_He4_Ne20_derived);
+        rate_eval.dscreened_rates_dT(k_Mg24_to_He4_Ne20_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 10.0_rt, 20.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 10.0_rt, 21.0_rt);
 
 
-        static_assert(scn_fac.z1 == 2.0_rt);
+        static_assert(scn_fac.z1 == 1.0_rt);
 
 
         actual_screen(pstate, scn_fac, scor, dscor_dt);
     }
 
 
-    ratraw = rate_eval.screened_rates(k_Mg24_to_He4_Ne20);
-    rate_eval.screened_rates(k_Mg24_to_He4_Ne20) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_Ne21_to_Na22);
+    rate_eval.screened_rates(k_p_Ne21_to_Na22) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Mg24_to_He4_Ne20);
-        rate_eval.dscreened_rates_dT(k_Mg24_to_He4_Ne20) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Ne21_to_Na22);
+        rate_eval.dscreened_rates_dT(k_p_Ne21_to_Na22) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_He4_Ne20_to_Mg24);
-    rate_eval.screened_rates(k_He4_Ne20_to_Mg24) *= scor;
+    ratraw = rate_eval.screened_rates(k_Na22_to_p_Ne21_derived);
+    rate_eval.screened_rates(k_Na22_to_p_Ne21_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Ne20_to_Mg24);
-        rate_eval.dscreened_rates_dT(k_He4_Ne20_to_Mg24) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Na22_to_p_Ne21_derived);
+        rate_eval.dscreened_rates_dT(k_Na22_to_p_Ne21_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 13.0_rt, 27.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 11.0_rt, 23.0_rt);
 
 
         static_assert(scn_fac.z1 == 1.0_rt);
@@ -349,32 +309,32 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_Si28_to_p_Al27);
-    rate_eval.screened_rates(k_Si28_to_p_Al27) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_Na23_to_Mg24);
+    rate_eval.screened_rates(k_p_Na23_to_Mg24) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Si28_to_p_Al27);
-        rate_eval.dscreened_rates_dT(k_Si28_to_p_Al27) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Na23_to_Mg24);
+        rate_eval.dscreened_rates_dT(k_p_Na23_to_Mg24) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_Al27_to_Si28);
-    rate_eval.screened_rates(k_p_Al27_to_Si28) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_Na23_to_He4_Ne20);
+    rate_eval.screened_rates(k_p_Na23_to_He4_Ne20) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Al27_to_Si28);
-        rate_eval.dscreened_rates_dT(k_p_Al27_to_Si28) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Na23_to_He4_Ne20);
+        rate_eval.dscreened_rates_dT(k_p_Na23_to_He4_Ne20) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_He4_Mg24_to_p_Al27);
-    rate_eval.screened_rates(k_He4_Mg24_to_p_Al27) *= scor;
+    ratraw = rate_eval.screened_rates(k_Mg24_to_p_Na23_derived);
+    rate_eval.screened_rates(k_Mg24_to_p_Na23_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Mg24_to_p_Al27);
-        rate_eval.dscreened_rates_dT(k_He4_Mg24_to_p_Al27) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Mg24_to_p_Na23_derived);
+        rate_eval.dscreened_rates_dT(k_Mg24_to_p_Na23_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_Al27_to_He4_Mg24);
-    rate_eval.screened_rates(k_p_Al27_to_He4_Mg24) *= scor;
+    ratraw = rate_eval.screened_rates(k_He4_Ne20_to_p_Na23_derived);
+    rate_eval.screened_rates(k_He4_Ne20_to_p_Na23_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Al27_to_He4_Mg24);
-        rate_eval.dscreened_rates_dT(k_p_Al27_to_He4_Mg24) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Ne20_to_p_Na23_derived);
+        rate_eval.dscreened_rates_dT(k_He4_Ne20_to_p_Na23_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
@@ -389,13 +349,6 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_Si28_to_He4_Mg24);
-    rate_eval.screened_rates(k_Si28_to_He4_Mg24) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Si28_to_He4_Mg24);
-        rate_eval.dscreened_rates_dT(k_Si28_to_He4_Mg24) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
     ratraw = rate_eval.screened_rates(k_He4_Mg24_to_Si28);
     rate_eval.screened_rates(k_He4_Mg24_to_Si28) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
@@ -403,9 +356,16 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_He4_Mg24_to_Si28) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
+    ratraw = rate_eval.screened_rates(k_Si28_to_He4_Mg24_derived);
+    rate_eval.screened_rates(k_Si28_to_He4_Mg24_derived) *= scor;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Si28_to_He4_Mg24_derived);
+        rate_eval.dscreened_rates_dT(k_Si28_to_He4_Mg24_derived) = ratraw * dscor_dt + dratraw_dT * scor;
+    }
+
 
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 15.0_rt, 31.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 13.0_rt, 27.0_rt);
 
 
         static_assert(scn_fac.z1 == 1.0_rt);
@@ -415,32 +375,32 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_S32_to_p_P31);
-    rate_eval.screened_rates(k_S32_to_p_P31) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_Al27_to_Si28);
+    rate_eval.screened_rates(k_p_Al27_to_Si28) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_S32_to_p_P31);
-        rate_eval.dscreened_rates_dT(k_S32_to_p_P31) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Al27_to_Si28);
+        rate_eval.dscreened_rates_dT(k_p_Al27_to_Si28) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_P31_to_S32);
-    rate_eval.screened_rates(k_p_P31_to_S32) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_Al27_to_He4_Mg24);
+    rate_eval.screened_rates(k_p_Al27_to_He4_Mg24) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_P31_to_S32);
-        rate_eval.dscreened_rates_dT(k_p_P31_to_S32) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Al27_to_He4_Mg24);
+        rate_eval.dscreened_rates_dT(k_p_Al27_to_He4_Mg24) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_He4_Si28_to_p_P31);
-    rate_eval.screened_rates(k_He4_Si28_to_p_P31) *= scor;
+    ratraw = rate_eval.screened_rates(k_Si28_to_p_Al27_derived);
+    rate_eval.screened_rates(k_Si28_to_p_Al27_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Si28_to_p_P31);
-        rate_eval.dscreened_rates_dT(k_He4_Si28_to_p_P31) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Si28_to_p_Al27_derived);
+        rate_eval.dscreened_rates_dT(k_Si28_to_p_Al27_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_P31_to_He4_Si28);
-    rate_eval.screened_rates(k_p_P31_to_He4_Si28) *= scor;
+    ratraw = rate_eval.screened_rates(k_He4_Mg24_to_p_Al27_derived);
+    rate_eval.screened_rates(k_He4_Mg24_to_p_Al27_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_P31_to_He4_Si28);
-        rate_eval.dscreened_rates_dT(k_p_P31_to_He4_Si28) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Mg24_to_p_Al27_derived);
+        rate_eval.dscreened_rates_dT(k_He4_Mg24_to_p_Al27_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
@@ -455,13 +415,6 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_S32_to_He4_Si28);
-    rate_eval.screened_rates(k_S32_to_He4_Si28) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_S32_to_He4_Si28);
-        rate_eval.dscreened_rates_dT(k_S32_to_He4_Si28) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
     ratraw = rate_eval.screened_rates(k_He4_Si28_to_S32);
     rate_eval.screened_rates(k_He4_Si28_to_S32) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
@@ -469,43 +422,51 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_He4_Si28_to_S32) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
+    ratraw = rate_eval.screened_rates(k_S32_to_He4_Si28_derived);
+    rate_eval.screened_rates(k_S32_to_He4_Si28_derived) *= scor;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_S32_to_He4_Si28_derived);
+        rate_eval.dscreened_rates_dT(k_S32_to_He4_Si28_derived) = ratraw * dscor_dt + dratraw_dT * scor;
+    }
+
 
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 2.0_rt, 4.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 15.0_rt, 31.0_rt);
 
 
-        static_assert(scn_fac.z1 == 2.0_rt);
+        static_assert(scn_fac.z1 == 1.0_rt);
 
 
         actual_screen(pstate, scn_fac, scor, dscor_dt);
     }
 
 
-
-    {
-        constexpr auto scn_fac2 = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 4.0_rt, 8.0_rt);
-
-
-        static_assert(scn_fac2.z1 == 2.0_rt);
-
-
-        actual_screen(pstate, scn_fac2, scor2, dscor2_dt);
-
+    ratraw = rate_eval.screened_rates(k_p_P31_to_S32);
+    rate_eval.screened_rates(k_p_P31_to_S32) *= scor;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_P31_to_S32);
+        rate_eval.dscreened_rates_dT(k_p_P31_to_S32) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
+    ratraw = rate_eval.screened_rates(k_p_P31_to_He4_Si28);
+    rate_eval.screened_rates(k_p_P31_to_He4_Si28) *= scor;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_P31_to_He4_Si28);
+        rate_eval.dscreened_rates_dT(k_p_P31_to_He4_Si28) = ratraw * dscor_dt + dratraw_dT * scor;
+    }
 
-    ratraw = rate_eval.screened_rates(k_C12_to_He4_He4_He4);
-    rate_eval.screened_rates(k_C12_to_He4_He4_He4) *= scor * scor2;
+    ratraw = rate_eval.screened_rates(k_S32_to_p_P31_derived);
+    rate_eval.screened_rates(k_S32_to_p_P31_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_C12_to_He4_He4_He4);
-        rate_eval.dscreened_rates_dT(k_C12_to_He4_He4_He4) = ratraw * (scor * dscor2_dt + dscor_dt * scor2) + dratraw_dT * scor * scor2;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_S32_to_p_P31_derived);
+        rate_eval.dscreened_rates_dT(k_S32_to_p_P31_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_He4_He4_He4_to_C12);
-    rate_eval.screened_rates(k_He4_He4_He4_to_C12) *= scor * scor2;
+    ratraw = rate_eval.screened_rates(k_He4_Si28_to_p_P31_derived);
+    rate_eval.screened_rates(k_He4_Si28_to_p_P31_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_He4_He4_to_C12);
-        rate_eval.dscreened_rates_dT(k_He4_He4_He4_to_C12) = ratraw * (scor * dscor2_dt + dscor_dt * scor2) + dratraw_dT * scor * scor2;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Si28_to_p_P31_derived);
+        rate_eval.dscreened_rates_dT(k_He4_Si28_to_p_P31_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
@@ -560,11 +521,11 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_He4_N13_to_p_O16) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_O16_to_He4_N13);
-    rate_eval.screened_rates(k_p_O16_to_He4_N13) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_O16_to_He4_N13_derived);
+    rate_eval.screened_rates(k_p_O16_to_He4_N13_derived) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_O16_to_He4_N13);
-        rate_eval.dscreened_rates_dT(k_p_O16_to_He4_N13) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_O16_to_He4_N13_derived);
+        rate_eval.dscreened_rates_dT(k_p_O16_to_He4_N13_derived) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
@@ -634,6 +595,45 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
+    {
+        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 2.0_rt, 4.0_rt);
+
+
+        static_assert(scn_fac.z1 == 2.0_rt);
+
+
+        actual_screen(pstate, scn_fac, scor, dscor_dt);
+    }
+
+
+
+    {
+        constexpr auto scn_fac2 = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 4.0_rt, 8.0_rt);
+
+
+        static_assert(scn_fac2.z1 == 2.0_rt);
+
+
+        actual_screen(pstate, scn_fac2, scor2, dscor2_dt);
+
+    }
+
+
+    ratraw = rate_eval.screened_rates(k_He4_He4_He4_to_C12);
+    rate_eval.screened_rates(k_He4_He4_He4_to_C12) *= scor * scor2;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_He4_He4_to_C12);
+        rate_eval.dscreened_rates_dT(k_He4_He4_He4_to_C12) = ratraw * (scor * dscor2_dt + dscor_dt * scor2) + dratraw_dT * scor * scor2;
+    }
+
+    ratraw = rate_eval.screened_rates(k_C12_to_He4_He4_He4_derived);
+    rate_eval.screened_rates(k_C12_to_He4_He4_He4_derived) *= scor * scor2;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_C12_to_He4_He4_He4_derived);
+        rate_eval.dscreened_rates_dT(k_C12_to_He4_He4_He4_derived) = ratraw * (scor * dscor2_dt + dscor_dt * scor2) + dratraw_dT * scor * scor2;
+    }
+
+
     {
         constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 16.0_rt, 32.0_rt);
 
@@ -652,11 +652,11 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_He4_S32_to_Ar36_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_Ar36_to_He4_S32_removed);
-    rate_eval.screened_rates(k_Ar36_to_He4_S32_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_Ar36_to_He4_S32_derived_removed);
+    rate_eval.screened_rates(k_Ar36_to_He4_S32_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ar36_to_He4_S32_removed);
-        rate_eval.dscreened_rates_dT(k_Ar36_to_He4_S32_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ar36_to_He4_S32_derived_removed);
+        rate_eval.dscreened_rates_dT(k_Ar36_to_He4_S32_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
@@ -671,11 +671,11 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_He4_S32_to_p_Cl35_removed);
-    rate_eval.screened_rates(k_He4_S32_to_p_Cl35_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_He4_S32_to_p_Cl35_derived_removed);
+    rate_eval.screened_rates(k_He4_S32_to_p_Cl35_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_S32_to_p_Cl35_removed);
-        rate_eval.dscreened_rates_dT(k_He4_S32_to_p_Cl35_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_S32_to_p_Cl35_derived_removed);
+        rate_eval.dscreened_rates_dT(k_He4_S32_to_p_Cl35_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
     ratraw = rate_eval.screened_rates(k_p_Cl35_to_Ar36_removed);
@@ -685,11 +685,11 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_p_Cl35_to_Ar36_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_Ar36_to_p_Cl35_removed);
-    rate_eval.screened_rates(k_Ar36_to_p_Cl35_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_Ar36_to_p_Cl35_derived_removed);
+    rate_eval.screened_rates(k_Ar36_to_p_Cl35_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ar36_to_p_Cl35_removed);
-        rate_eval.dscreened_rates_dT(k_Ar36_to_p_Cl35_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ar36_to_p_Cl35_derived_removed);
+        rate_eval.dscreened_rates_dT(k_Ar36_to_p_Cl35_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
     ratraw = rate_eval.screened_rates(k_p_Cl35_to_He4_S32_removed);
@@ -718,11 +718,11 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_He4_Ar36_to_Ca40_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_Ca40_to_He4_Ar36_removed);
-    rate_eval.screened_rates(k_Ca40_to_He4_Ar36_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_Ca40_to_He4_Ar36_derived_removed);
+    rate_eval.screened_rates(k_Ca40_to_He4_Ar36_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ca40_to_He4_Ar36_removed);
-        rate_eval.dscreened_rates_dT(k_Ca40_to_He4_Ar36_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ca40_to_He4_Ar36_derived_removed);
+        rate_eval.dscreened_rates_dT(k_Ca40_to_He4_Ar36_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
@@ -737,11 +737,11 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_He4_Ar36_to_p_K39_removed);
-    rate_eval.screened_rates(k_He4_Ar36_to_p_K39_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_He4_Ar36_to_p_K39_derived_removed);
+    rate_eval.screened_rates(k_He4_Ar36_to_p_K39_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Ar36_to_p_K39_removed);
-        rate_eval.dscreened_rates_dT(k_He4_Ar36_to_p_K39_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Ar36_to_p_K39_derived_removed);
+        rate_eval.dscreened_rates_dT(k_He4_Ar36_to_p_K39_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
     ratraw = rate_eval.screened_rates(k_p_K39_to_Ca40_removed);
@@ -751,11 +751,11 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_p_K39_to_Ca40_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_Ca40_to_p_K39_removed);
-    rate_eval.screened_rates(k_Ca40_to_p_K39_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_Ca40_to_p_K39_derived_removed);
+    rate_eval.screened_rates(k_Ca40_to_p_K39_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ca40_to_p_K39_removed);
-        rate_eval.dscreened_rates_dT(k_Ca40_to_p_K39_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ca40_to_p_K39_derived_removed);
+        rate_eval.dscreened_rates_dT(k_Ca40_to_p_K39_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
     ratraw = rate_eval.screened_rates(k_p_K39_to_He4_Ar36_removed);
@@ -784,11 +784,11 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_He4_Ca40_to_Ti44_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_Ti44_to_He4_Ca40_removed);
-    rate_eval.screened_rates(k_Ti44_to_He4_Ca40_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_Ti44_to_He4_Ca40_derived_removed);
+    rate_eval.screened_rates(k_Ti44_to_He4_Ca40_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ti44_to_He4_Ca40_removed);
-        rate_eval.dscreened_rates_dT(k_Ti44_to_He4_Ca40_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ti44_to_He4_Ca40_derived_removed);
+        rate_eval.dscreened_rates_dT(k_Ti44_to_He4_Ca40_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
@@ -803,11 +803,11 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
     }
 
 
-    ratraw = rate_eval.screened_rates(k_He4_Ca40_to_p_Sc43_removed);
-    rate_eval.screened_rates(k_He4_Ca40_to_p_Sc43_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_He4_Ca40_to_p_Sc43_derived_removed);
+    rate_eval.screened_rates(k_He4_Ca40_to_p_Sc43_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Ca40_to_p_Sc43_removed);
-        rate_eval.dscreened_rates_dT(k_He4_Ca40_to_p_Sc43_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Ca40_to_p_Sc43_derived_removed);
+        rate_eval.dscreened_rates_dT(k_He4_Ca40_to_p_Sc43_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
     ratraw = rate_eval.screened_rates(k_p_Sc43_to_Ti44_removed);
@@ -817,11 +817,11 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_p_Sc43_to_Ti44_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_Ti44_to_p_Sc43_removed);
-    rate_eval.screened_rates(k_Ti44_to_p_Sc43_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_Ti44_to_p_Sc43_derived_removed);
+    rate_eval.screened_rates(k_Ti44_to_p_Sc43_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ti44_to_p_Sc43_removed);
-        rate_eval.dscreened_rates_dT(k_Ti44_to_p_Sc43_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ti44_to_p_Sc43_derived_removed);
+        rate_eval.dscreened_rates_dT(k_Ti44_to_p_Sc43_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
     ratraw = rate_eval.screened_rates(k_p_Sc43_to_He4_Ca40_removed);
@@ -850,11 +850,11 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_He4_Ti44_to_Cr48_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_Cr48_to_He4_Ti44_removed);
-    rate_eval.screened_rates(k_Cr48_to_He4_Ti44_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_Cr48_to_He4_Ti44_derived_removed);
+    rate_eval.screened_rates(k_Cr48_to_He4_Ti44_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Cr48_to_He4_Ti44_removed);
-        rate_eval.dscreened_rates_dT(k_Cr48_to_He4_Ti44_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Cr48_to_He4_Ti44_derived_removed);
+        rate_eval.dscreened_rates_dT(k_Cr48_to_He4_Ti44_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
@@ -883,18 +883,18 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_p_V47_to_Cr48_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_Cr48_to_p_V47_removed);
-    rate_eval.screened_rates(k_Cr48_to_p_V47_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_Cr48_to_p_V47_derived_removed);
+    rate_eval.screened_rates(k_Cr48_to_p_V47_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Cr48_to_p_V47_removed);
-        rate_eval.dscreened_rates_dT(k_Cr48_to_p_V47_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Cr48_to_p_V47_derived_removed);
+        rate_eval.dscreened_rates_dT(k_Cr48_to_p_V47_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_V47_to_He4_Ti44_removed);
-    rate_eval.screened_rates(k_p_V47_to_He4_Ti44_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_V47_to_He4_Ti44_derived_removed);
+    rate_eval.screened_rates(k_p_V47_to_He4_Ti44_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_V47_to_He4_Ti44_removed);
-        rate_eval.dscreened_rates_dT(k_p_V47_to_He4_Ti44_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_V47_to_He4_Ti44_derived_removed);
+        rate_eval.dscreened_rates_dT(k_p_V47_to_He4_Ti44_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
@@ -923,18 +923,18 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_He4_Cr48_to_p_Mn51_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_Fe52_to_He4_Cr48_removed);
-    rate_eval.screened_rates(k_Fe52_to_He4_Cr48_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_Fe52_to_He4_Cr48_derived_removed);
+    rate_eval.screened_rates(k_Fe52_to_He4_Cr48_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Fe52_to_He4_Cr48_removed);
-        rate_eval.dscreened_rates_dT(k_Fe52_to_He4_Cr48_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Fe52_to_He4_Cr48_derived_removed);
+        rate_eval.dscreened_rates_dT(k_Fe52_to_He4_Cr48_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_Mn51_to_He4_Cr48_removed);
-    rate_eval.screened_rates(k_p_Mn51_to_He4_Cr48_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_Mn51_to_He4_Cr48_derived_removed);
+    rate_eval.screened_rates(k_p_Mn51_to_He4_Cr48_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Mn51_to_He4_Cr48_removed);
-        rate_eval.dscreened_rates_dT(k_p_Mn51_to_He4_Cr48_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Mn51_to_He4_Cr48_derived_removed);
+        rate_eval.dscreened_rates_dT(k_p_Mn51_to_He4_Cr48_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
@@ -956,11 +956,11 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_p_Mn51_to_Fe52_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_Fe52_to_p_Mn51_removed);
-    rate_eval.screened_rates(k_Fe52_to_p_Mn51_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_Fe52_to_p_Mn51_derived_removed);
+    rate_eval.screened_rates(k_Fe52_to_p_Mn51_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Fe52_to_p_Mn51_removed);
-        rate_eval.dscreened_rates_dT(k_Fe52_to_p_Mn51_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Fe52_to_p_Mn51_derived_removed);
+        rate_eval.dscreened_rates_dT(k_Fe52_to_p_Mn51_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
@@ -989,18 +989,18 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_He4_Fe52_to_p_Co55_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_Ni56_to_He4_Fe52_removed);
-    rate_eval.screened_rates(k_Ni56_to_He4_Fe52_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_Ni56_to_He4_Fe52_derived_removed);
+    rate_eval.screened_rates(k_Ni56_to_He4_Fe52_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ni56_to_He4_Fe52_removed);
-        rate_eval.dscreened_rates_dT(k_Ni56_to_He4_Fe52_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ni56_to_He4_Fe52_derived_removed);
+        rate_eval.dscreened_rates_dT(k_Ni56_to_He4_Fe52_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_p_Co55_to_He4_Fe52_removed);
-    rate_eval.screened_rates(k_p_Co55_to_He4_Fe52_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_p_Co55_to_He4_Fe52_derived_removed);
+    rate_eval.screened_rates(k_p_Co55_to_He4_Fe52_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Co55_to_He4_Fe52_removed);
-        rate_eval.dscreened_rates_dT(k_p_Co55_to_He4_Fe52_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Co55_to_He4_Fe52_derived_removed);
+        rate_eval.dscreened_rates_dT(k_p_Co55_to_He4_Fe52_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
@@ -1022,11 +1022,11 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
         rate_eval.dscreened_rates_dT(k_p_Co55_to_Ni56_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
-    ratraw = rate_eval.screened_rates(k_Ni56_to_p_Co55_removed);
-    rate_eval.screened_rates(k_Ni56_to_p_Co55_removed) *= scor;
+    ratraw = rate_eval.screened_rates(k_Ni56_to_p_Co55_derived_removed);
+    rate_eval.screened_rates(k_Ni56_to_p_Co55_derived_removed) *= scor;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ni56_to_p_Co55_removed);
-        rate_eval.dscreened_rates_dT(k_Ni56_to_p_Co55_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        dratraw_dT = rate_eval.dscreened_rates_dT(k_Ni56_to_p_Co55_derived_removed);
+        rate_eval.dscreened_rates_dT(k_Ni56_to_p_Co55_derived_removed) = ratraw * dscor_dt + dratraw_dT * scor;
     }
 
 
@@ -1130,37 +1130,37 @@ void rhs_nuc(const burn_t& state,
     using namespace Rates;
 
     ydot_nuc(H1) =
-        (-screened_rates(k_p_C12_to_N13)*Y(C12)*Y(H1)*state.rho + screened_rates(k_N13_to_p_C12)*Y(N13)) +
-        (-screened_rates(k_p_Ne21_to_Na22)*Y(Ne21)*Y(H1)*state.rho + screened_rates(k_Na22_to_p_Ne21)*Y(Na22)) +
-        (-screened_rates(k_p_Na23_to_Mg24)*Y(Na23)*Y(H1)*state.rho + screened_rates(k_Mg24_to_p_Na23)*Y(Mg24)) +
-        (-screened_rates(k_p_Al27_to_Si28)*Y(Al27)*Y(H1)*state.rho + screened_rates(k_Si28_to_p_Al27)*Y(Si28)) +
-        (-screened_rates(k_p_P31_to_S32)*Y(P31)*Y(H1)*state.rho + screened_rates(k_S32_to_p_P31)*Y(S32)) +
+        (-screened_rates(k_p_C12_to_N13)*Y(C12)*Y(H1)*state.rho + screened_rates(k_N13_to_p_C12_derived)*Y(N13)) +
+        (-screened_rates(k_p_Ne21_to_Na22)*Y(Ne21)*Y(H1)*state.rho + screened_rates(k_Na22_to_p_Ne21_derived)*Y(Na22)) +
+        (-screened_rates(k_p_Na23_to_Mg24)*Y(Na23)*Y(H1)*state.rho + screened_rates(k_Mg24_to_p_Na23_derived)*Y(Mg24)) +
+        (-screened_rates(k_p_Al27_to_Si28)*Y(Al27)*Y(H1)*state.rho + screened_rates(k_Si28_to_p_Al27_derived)*Y(Si28)) +
+        (-screened_rates(k_p_P31_to_S32)*Y(P31)*Y(H1)*state.rho + screened_rates(k_S32_to_p_P31_derived)*Y(S32)) +
         0.5*screened_rates(k_C12_C12_to_p_Na23)*amrex::Math::powi<2>(Y(C12))*state.rho +
-        (screened_rates(k_He4_N13_to_p_O16)*Y(He4)*Y(N13)*state.rho + -screened_rates(k_p_O16_to_He4_N13)*Y(O16)*Y(H1)*state.rho) +
+        (screened_rates(k_He4_N13_to_p_O16)*Y(He4)*Y(N13)*state.rho + -screened_rates(k_p_O16_to_He4_N13_derived)*Y(O16)*Y(H1)*state.rho) +
         screened_rates(k_C12_O16_to_p_Al27)*Y(C12)*Y(O16)*state.rho +
         0.5*screened_rates(k_O16_O16_to_p_P31)*amrex::Math::powi<2>(Y(O16))*state.rho +
-        (screened_rates(k_He4_F18_to_p_Ne21)*Y(F18)*Y(He4)*state.rho + -screened_rates(k_p_Ne21_to_He4_F18)*Y(Ne21)*Y(H1)*state.rho) +
-        (-screened_rates(k_p_Na23_to_He4_Ne20)*Y(Na23)*Y(H1)*state.rho + screened_rates(k_He4_Ne20_to_p_Na23)*Y(He4)*Y(Ne20)*state.rho) +
-        (-screened_rates(k_p_Al27_to_He4_Mg24)*Y(Al27)*Y(H1)*state.rho + screened_rates(k_He4_Mg24_to_p_Al27)*Y(He4)*Y(Mg24)*state.rho) +
-        (-screened_rates(k_p_P31_to_He4_Si28)*Y(P31)*Y(H1)*state.rho + screened_rates(k_He4_Si28_to_p_P31)*Y(He4)*Y(Si28)*state.rho);
+        (screened_rates(k_He4_F18_to_p_Ne21)*Y(F18)*Y(He4)*state.rho + -screened_rates(k_p_Ne21_to_He4_F18_derived)*Y(Ne21)*Y(H1)*state.rho) +
+        (-screened_rates(k_p_Na23_to_He4_Ne20)*Y(Na23)*Y(H1)*state.rho + screened_rates(k_He4_Ne20_to_p_Na23_derived)*Y(He4)*Y(Ne20)*state.rho) +
+        (-screened_rates(k_p_Al27_to_He4_Mg24)*Y(Al27)*Y(H1)*state.rho + screened_rates(k_He4_Mg24_to_p_Al27_derived)*Y(He4)*Y(Mg24)*state.rho) +
+        (-screened_rates(k_p_P31_to_He4_Si28)*Y(P31)*Y(H1)*state.rho + screened_rates(k_He4_Si28_to_p_P31_derived)*Y(He4)*Y(Si28)*state.rho);
 
     ydot_nuc(He4) =
-        (-screened_rates(k_He4_C12_to_O16)*Y(C12)*Y(He4)*state.rho + screened_rates(k_O16_to_He4_C12)*Y(O16)) +
-        (-screened_rates(k_He4_N14_to_F18)*Y(He4)*Y(N14)*state.rho + screened_rates(k_F18_to_He4_N14)*Y(F18)) +
-        (-screened_rates(k_He4_O16_to_Ne20)*Y(He4)*Y(O16)*state.rho + screened_rates(k_Ne20_to_He4_O16)*Y(Ne20)) +
-        (-screened_rates(k_He4_F18_to_Na22)*Y(F18)*Y(He4)*state.rho + screened_rates(k_Na22_to_He4_F18)*Y(Na22)) +
-        (-screened_rates(k_He4_Ne20_to_Mg24)*Y(He4)*Y(Ne20)*state.rho + screened_rates(k_Mg24_to_He4_Ne20)*Y(Mg24)) +
-        (-screened_rates(k_He4_Mg24_to_Si28)*Y(He4)*Y(Mg24)*state.rho + screened_rates(k_Si28_to_He4_Mg24)*Y(Si28)) +
-        (-screened_rates(k_He4_Si28_to_S32)*Y(He4)*Y(Si28)*state.rho + screened_rates(k_S32_to_He4_Si28)*Y(S32)) +
+        (-screened_rates(k_He4_C12_to_O16)*Y(C12)*Y(He4)*state.rho + screened_rates(k_O16_to_He4_C12_derived)*Y(O16)) +
+        (-screened_rates(k_He4_N14_to_F18)*Y(He4)*Y(N14)*state.rho + screened_rates(k_F18_to_He4_N14_derived)*Y(F18)) +
+        (-screened_rates(k_He4_O16_to_Ne20)*Y(He4)*Y(O16)*state.rho + screened_rates(k_Ne20_to_He4_O16_derived)*Y(Ne20)) +
+        (-screened_rates(k_He4_F18_to_Na22)*Y(F18)*Y(He4)*state.rho + screened_rates(k_Na22_to_He4_F18_derived)*Y(Na22)) +
+        (-screened_rates(k_He4_Ne20_to_Mg24)*Y(He4)*Y(Ne20)*state.rho + screened_rates(k_Mg24_to_He4_Ne20_derived)*Y(Mg24)) +
+        (-screened_rates(k_He4_Mg24_to_Si28)*Y(He4)*Y(Mg24)*state.rho + screened_rates(k_Si28_to_He4_Mg24_derived)*Y(Si28)) +
+        (-screened_rates(k_He4_Si28_to_S32)*Y(He4)*Y(Si28)*state.rho + screened_rates(k_S32_to_He4_Si28_derived)*Y(S32)) +
         0.5*screened_rates(k_C12_C12_to_He4_Ne20)*amrex::Math::powi<2>(Y(C12))*state.rho +
-        (-screened_rates(k_He4_N13_to_p_O16)*Y(He4)*Y(N13)*state.rho + screened_rates(k_p_O16_to_He4_N13)*Y(O16)*Y(H1)*state.rho) +
+        (-screened_rates(k_He4_N13_to_p_O16)*Y(He4)*Y(N13)*state.rho + screened_rates(k_p_O16_to_He4_N13_derived)*Y(O16)*Y(H1)*state.rho) +
         screened_rates(k_C12_O16_to_He4_Mg24)*Y(C12)*Y(O16)*state.rho +
         0.5*screened_rates(k_O16_O16_to_He4_Si28)*amrex::Math::powi<2>(Y(O16))*state.rho +
-        (-screened_rates(k_He4_F18_to_p_Ne21)*Y(F18)*Y(He4)*state.rho + screened_rates(k_p_Ne21_to_He4_F18)*Y(Ne21)*Y(H1)*state.rho) +
-        (screened_rates(k_p_Na23_to_He4_Ne20)*Y(Na23)*Y(H1)*state.rho + -screened_rates(k_He4_Ne20_to_p_Na23)*Y(He4)*Y(Ne20)*state.rho) +
-        (screened_rates(k_p_Al27_to_He4_Mg24)*Y(Al27)*Y(H1)*state.rho + -screened_rates(k_He4_Mg24_to_p_Al27)*Y(He4)*Y(Mg24)*state.rho) +
-        (screened_rates(k_p_P31_to_He4_Si28)*Y(P31)*Y(H1)*state.rho + -screened_rates(k_He4_Si28_to_p_P31)*Y(He4)*Y(Si28)*state.rho) +
-        (-0.5*screened_rates(k_He4_He4_He4_to_C12)*amrex::Math::powi<3>(Y(He4))*amrex::Math::powi<2>(state.rho) + 3.0*screened_rates(k_C12_to_He4_He4_He4)*Y(C12)) +
+        (-screened_rates(k_He4_F18_to_p_Ne21)*Y(F18)*Y(He4)*state.rho + screened_rates(k_p_Ne21_to_He4_F18_derived)*Y(Ne21)*Y(H1)*state.rho) +
+        (screened_rates(k_p_Na23_to_He4_Ne20)*Y(Na23)*Y(H1)*state.rho + -screened_rates(k_He4_Ne20_to_p_Na23_derived)*Y(He4)*Y(Ne20)*state.rho) +
+        (screened_rates(k_p_Al27_to_He4_Mg24)*Y(Al27)*Y(H1)*state.rho + -screened_rates(k_He4_Mg24_to_p_Al27_derived)*Y(He4)*Y(Mg24)*state.rho) +
+        (screened_rates(k_p_P31_to_He4_Si28)*Y(P31)*Y(H1)*state.rho + -screened_rates(k_He4_Si28_to_p_P31_derived)*Y(He4)*Y(Si28)*state.rho) +
+        (-0.5*screened_rates(k_He4_He4_He4_to_C12)*amrex::Math::powi<3>(Y(He4))*amrex::Math::powi<2>(state.rho) + 3.0*screened_rates(k_C12_to_He4_He4_He4_derived)*Y(C12)) +
         (-screened_rates(k_S32_He4_to_Ar36_approx)*Y(He4)*Y(S32)*state.rho + screened_rates(k_Ar36_to_S32_He4_approx)*Y(Ar36)) +
         (-screened_rates(k_Ar36_He4_to_Ca40_approx)*Y(Ar36)*Y(He4)*state.rho + screened_rates(k_Ca40_to_Ar36_He4_approx)*Y(Ca40)) +
         (-screened_rates(k_Ca40_He4_to_Ti44_approx)*Y(Ca40)*Y(He4)*state.rho + screened_rates(k_Ti44_to_Ca40_He4_approx)*Y(Ti44)) +
@@ -1169,27 +1169,27 @@ void rhs_nuc(const burn_t& state,
         (-screened_rates(k_Fe52_He4_to_Ni56_approx)*Y(Fe52)*Y(He4)*state.rho + screened_rates(k_Ni56_to_Fe52_He4_approx)*Y(Ni56));
 
     ydot_nuc(C12) =
-        (-screened_rates(k_p_C12_to_N13)*Y(C12)*Y(H1)*state.rho + screened_rates(k_N13_to_p_C12)*Y(N13)) +
-        (-screened_rates(k_He4_C12_to_O16)*Y(C12)*Y(He4)*state.rho + screened_rates(k_O16_to_He4_C12)*Y(O16)) +
+        (-screened_rates(k_p_C12_to_N13)*Y(C12)*Y(H1)*state.rho + screened_rates(k_N13_to_p_C12_derived)*Y(N13)) +
+        (-screened_rates(k_He4_C12_to_O16)*Y(C12)*Y(He4)*state.rho + screened_rates(k_O16_to_He4_C12_derived)*Y(O16)) +
         -screened_rates(k_C12_C12_to_p_Na23)*amrex::Math::powi<2>(Y(C12))*state.rho +
         -screened_rates(k_C12_C12_to_He4_Ne20)*amrex::Math::powi<2>(Y(C12))*state.rho +
         -screened_rates(k_C12_O16_to_p_Al27)*Y(C12)*Y(O16)*state.rho +
         -screened_rates(k_C12_O16_to_He4_Mg24)*Y(C12)*Y(O16)*state.rho +
-        (0.16666666666666667*screened_rates(k_He4_He4_He4_to_C12)*amrex::Math::powi<3>(Y(He4))*amrex::Math::powi<2>(state.rho) + -screened_rates(k_C12_to_He4_He4_He4)*Y(C12)) +
+        (0.16666666666666667*screened_rates(k_He4_He4_He4_to_C12)*amrex::Math::powi<3>(Y(He4))*amrex::Math::powi<2>(state.rho) + -screened_rates(k_C12_to_He4_He4_He4_derived)*Y(C12)) +
         -screened_rates(k_C12_C12_to_Mg24_modified)*amrex::Math::powi<2>(Y(C12))*state.rho +
         -screened_rates(k_C12_O16_to_Si28_modified)*Y(C12)*Y(O16)*state.rho;
 
     ydot_nuc(N13) =
-        (screened_rates(k_p_C12_to_N13)*Y(C12)*Y(H1)*state.rho + -screened_rates(k_N13_to_p_C12)*Y(N13)) +
-        (-screened_rates(k_He4_N13_to_p_O16)*Y(He4)*Y(N13)*state.rho + screened_rates(k_p_O16_to_He4_N13)*Y(O16)*Y(H1)*state.rho);
+        (screened_rates(k_p_C12_to_N13)*Y(C12)*Y(H1)*state.rho + -screened_rates(k_N13_to_p_C12_derived)*Y(N13)) +
+        (-screened_rates(k_He4_N13_to_p_O16)*Y(He4)*Y(N13)*state.rho + screened_rates(k_p_O16_to_He4_N13_derived)*Y(O16)*Y(H1)*state.rho);
 
     ydot_nuc(N14) =
-        (-screened_rates(k_He4_N14_to_F18)*Y(He4)*Y(N14)*state.rho + screened_rates(k_F18_to_He4_N14)*Y(F18));
+        (-screened_rates(k_He4_N14_to_F18)*Y(He4)*Y(N14)*state.rho + screened_rates(k_F18_to_He4_N14_derived)*Y(F18));
 
     ydot_nuc(O16) =
-        (screened_rates(k_He4_C12_to_O16)*Y(C12)*Y(He4)*state.rho + -screened_rates(k_O16_to_He4_C12)*Y(O16)) +
-        (-screened_rates(k_He4_O16_to_Ne20)*Y(He4)*Y(O16)*state.rho + screened_rates(k_Ne20_to_He4_O16)*Y(Ne20)) +
-        (screened_rates(k_He4_N13_to_p_O16)*Y(He4)*Y(N13)*state.rho + -screened_rates(k_p_O16_to_He4_N13)*Y(O16)*Y(H1)*state.rho) +
+        (screened_rates(k_He4_C12_to_O16)*Y(C12)*Y(He4)*state.rho + -screened_rates(k_O16_to_He4_C12_derived)*Y(O16)) +
+        (-screened_rates(k_He4_O16_to_Ne20)*Y(He4)*Y(O16)*state.rho + screened_rates(k_Ne20_to_He4_O16_derived)*Y(Ne20)) +
+        (screened_rates(k_He4_N13_to_p_O16)*Y(He4)*Y(N13)*state.rho + -screened_rates(k_p_O16_to_He4_N13_derived)*Y(O16)*Y(H1)*state.rho) +
         -screened_rates(k_C12_O16_to_p_Al27)*Y(C12)*Y(O16)*state.rho +
         -screened_rates(k_C12_O16_to_He4_Mg24)*Y(C12)*Y(O16)*state.rho +
         -screened_rates(k_O16_O16_to_p_P31)*amrex::Math::powi<2>(Y(O16))*state.rho +
@@ -1198,58 +1198,58 @@ void rhs_nuc(const burn_t& state,
         -screened_rates(k_C12_O16_to_Si28_modified)*Y(C12)*Y(O16)*state.rho;
 
     ydot_nuc(F18) =
-        (screened_rates(k_He4_N14_to_F18)*Y(He4)*Y(N14)*state.rho + -screened_rates(k_F18_to_He4_N14)*Y(F18)) +
-        (-screened_rates(k_He4_F18_to_Na22)*Y(F18)*Y(He4)*state.rho + screened_rates(k_Na22_to_He4_F18)*Y(Na22)) +
-        (-screened_rates(k_He4_F18_to_p_Ne21)*Y(F18)*Y(He4)*state.rho + screened_rates(k_p_Ne21_to_He4_F18)*Y(Ne21)*Y(H1)*state.rho);
+        (screened_rates(k_He4_N14_to_F18)*Y(He4)*Y(N14)*state.rho + -screened_rates(k_F18_to_He4_N14_derived)*Y(F18)) +
+        (-screened_rates(k_He4_F18_to_Na22)*Y(F18)*Y(He4)*state.rho + screened_rates(k_Na22_to_He4_F18_derived)*Y(Na22)) +
+        (-screened_rates(k_He4_F18_to_p_Ne21)*Y(F18)*Y(He4)*state.rho + screened_rates(k_p_Ne21_to_He4_F18_derived)*Y(Ne21)*Y(H1)*state.rho);
 
     ydot_nuc(Ne20) =
-        (screened_rates(k_He4_O16_to_Ne20)*Y(He4)*Y(O16)*state.rho + -screened_rates(k_Ne20_to_He4_O16)*Y(Ne20)) +
-        (-screened_rates(k_He4_Ne20_to_Mg24)*Y(He4)*Y(Ne20)*state.rho + screened_rates(k_Mg24_to_He4_Ne20)*Y(Mg24)) +
+        (screened_rates(k_He4_O16_to_Ne20)*Y(He4)*Y(O16)*state.rho + -screened_rates(k_Ne20_to_He4_O16_derived)*Y(Ne20)) +
+        (-screened_rates(k_He4_Ne20_to_Mg24)*Y(He4)*Y(Ne20)*state.rho + screened_rates(k_Mg24_to_He4_Ne20_derived)*Y(Mg24)) +
         0.5*screened_rates(k_C12_C12_to_He4_Ne20)*amrex::Math::powi<2>(Y(C12))*state.rho +
-        (screened_rates(k_p_Na23_to_He4_Ne20)*Y(Na23)*Y(H1)*state.rho + -screened_rates(k_He4_Ne20_to_p_Na23)*Y(He4)*Y(Ne20)*state.rho);
+        (screened_rates(k_p_Na23_to_He4_Ne20)*Y(Na23)*Y(H1)*state.rho + -screened_rates(k_He4_Ne20_to_p_Na23_derived)*Y(He4)*Y(Ne20)*state.rho);
 
     ydot_nuc(Ne21) =
-        (-screened_rates(k_p_Ne21_to_Na22)*Y(Ne21)*Y(H1)*state.rho + screened_rates(k_Na22_to_p_Ne21)*Y(Na22)) +
-        (screened_rates(k_He4_F18_to_p_Ne21)*Y(F18)*Y(He4)*state.rho + -screened_rates(k_p_Ne21_to_He4_F18)*Y(Ne21)*Y(H1)*state.rho);
+        (-screened_rates(k_p_Ne21_to_Na22)*Y(Ne21)*Y(H1)*state.rho + screened_rates(k_Na22_to_p_Ne21_derived)*Y(Na22)) +
+        (screened_rates(k_He4_F18_to_p_Ne21)*Y(F18)*Y(He4)*state.rho + -screened_rates(k_p_Ne21_to_He4_F18_derived)*Y(Ne21)*Y(H1)*state.rho);
 
     ydot_nuc(Na22) =
-        (screened_rates(k_He4_F18_to_Na22)*Y(F18)*Y(He4)*state.rho + -screened_rates(k_Na22_to_He4_F18)*Y(Na22)) +
-        (screened_rates(k_p_Ne21_to_Na22)*Y(Ne21)*Y(H1)*state.rho + -screened_rates(k_Na22_to_p_Ne21)*Y(Na22));
+        (screened_rates(k_He4_F18_to_Na22)*Y(F18)*Y(He4)*state.rho + -screened_rates(k_Na22_to_He4_F18_derived)*Y(Na22)) +
+        (screened_rates(k_p_Ne21_to_Na22)*Y(Ne21)*Y(H1)*state.rho + -screened_rates(k_Na22_to_p_Ne21_derived)*Y(Na22));
 
     ydot_nuc(Na23) =
-        (-screened_rates(k_p_Na23_to_Mg24)*Y(Na23)*Y(H1)*state.rho + screened_rates(k_Mg24_to_p_Na23)*Y(Mg24)) +
+        (-screened_rates(k_p_Na23_to_Mg24)*Y(Na23)*Y(H1)*state.rho + screened_rates(k_Mg24_to_p_Na23_derived)*Y(Mg24)) +
         0.5*screened_rates(k_C12_C12_to_p_Na23)*amrex::Math::powi<2>(Y(C12))*state.rho +
-        (-screened_rates(k_p_Na23_to_He4_Ne20)*Y(Na23)*Y(H1)*state.rho + screened_rates(k_He4_Ne20_to_p_Na23)*Y(He4)*Y(Ne20)*state.rho);
+        (-screened_rates(k_p_Na23_to_He4_Ne20)*Y(Na23)*Y(H1)*state.rho + screened_rates(k_He4_Ne20_to_p_Na23_derived)*Y(He4)*Y(Ne20)*state.rho);
 
     ydot_nuc(Mg24) =
-        (screened_rates(k_He4_Ne20_to_Mg24)*Y(He4)*Y(Ne20)*state.rho + -screened_rates(k_Mg24_to_He4_Ne20)*Y(Mg24)) +
-        (screened_rates(k_p_Na23_to_Mg24)*Y(Na23)*Y(H1)*state.rho + -screened_rates(k_Mg24_to_p_Na23)*Y(Mg24)) +
-        (-screened_rates(k_He4_Mg24_to_Si28)*Y(He4)*Y(Mg24)*state.rho + screened_rates(k_Si28_to_He4_Mg24)*Y(Si28)) +
+        (screened_rates(k_He4_Ne20_to_Mg24)*Y(He4)*Y(Ne20)*state.rho + -screened_rates(k_Mg24_to_He4_Ne20_derived)*Y(Mg24)) +
+        (screened_rates(k_p_Na23_to_Mg24)*Y(Na23)*Y(H1)*state.rho + -screened_rates(k_Mg24_to_p_Na23_derived)*Y(Mg24)) +
+        (-screened_rates(k_He4_Mg24_to_Si28)*Y(He4)*Y(Mg24)*state.rho + screened_rates(k_Si28_to_He4_Mg24_derived)*Y(Si28)) +
         screened_rates(k_C12_O16_to_He4_Mg24)*Y(C12)*Y(O16)*state.rho +
-        (screened_rates(k_p_Al27_to_He4_Mg24)*Y(Al27)*Y(H1)*state.rho + -screened_rates(k_He4_Mg24_to_p_Al27)*Y(He4)*Y(Mg24)*state.rho) +
+        (screened_rates(k_p_Al27_to_He4_Mg24)*Y(Al27)*Y(H1)*state.rho + -screened_rates(k_He4_Mg24_to_p_Al27_derived)*Y(He4)*Y(Mg24)*state.rho) +
         0.5*screened_rates(k_C12_C12_to_Mg24_modified)*amrex::Math::powi<2>(Y(C12))*state.rho;
 
     ydot_nuc(Al27) =
-        (-screened_rates(k_p_Al27_to_Si28)*Y(Al27)*Y(H1)*state.rho + screened_rates(k_Si28_to_p_Al27)*Y(Si28)) +
+        (-screened_rates(k_p_Al27_to_Si28)*Y(Al27)*Y(H1)*state.rho + screened_rates(k_Si28_to_p_Al27_derived)*Y(Si28)) +
         screened_rates(k_C12_O16_to_p_Al27)*Y(C12)*Y(O16)*state.rho +
-        (-screened_rates(k_p_Al27_to_He4_Mg24)*Y(Al27)*Y(H1)*state.rho + screened_rates(k_He4_Mg24_to_p_Al27)*Y(He4)*Y(Mg24)*state.rho);
+        (-screened_rates(k_p_Al27_to_He4_Mg24)*Y(Al27)*Y(H1)*state.rho + screened_rates(k_He4_Mg24_to_p_Al27_derived)*Y(He4)*Y(Mg24)*state.rho);
 
     ydot_nuc(Si28) =
-        (screened_rates(k_He4_Mg24_to_Si28)*Y(He4)*Y(Mg24)*state.rho + -screened_rates(k_Si28_to_He4_Mg24)*Y(Si28)) +
-        (screened_rates(k_p_Al27_to_Si28)*Y(Al27)*Y(H1)*state.rho + -screened_rates(k_Si28_to_p_Al27)*Y(Si28)) +
-        (-screened_rates(k_He4_Si28_to_S32)*Y(He4)*Y(Si28)*state.rho + screened_rates(k_S32_to_He4_Si28)*Y(S32)) +
+        (screened_rates(k_He4_Mg24_to_Si28)*Y(He4)*Y(Mg24)*state.rho + -screened_rates(k_Si28_to_He4_Mg24_derived)*Y(Si28)) +
+        (screened_rates(k_p_Al27_to_Si28)*Y(Al27)*Y(H1)*state.rho + -screened_rates(k_Si28_to_p_Al27_derived)*Y(Si28)) +
+        (-screened_rates(k_He4_Si28_to_S32)*Y(He4)*Y(Si28)*state.rho + screened_rates(k_S32_to_He4_Si28_derived)*Y(S32)) +
         0.5*screened_rates(k_O16_O16_to_He4_Si28)*amrex::Math::powi<2>(Y(O16))*state.rho +
-        (screened_rates(k_p_P31_to_He4_Si28)*Y(P31)*Y(H1)*state.rho + -screened_rates(k_He4_Si28_to_p_P31)*Y(He4)*Y(Si28)*state.rho) +
+        (screened_rates(k_p_P31_to_He4_Si28)*Y(P31)*Y(H1)*state.rho + -screened_rates(k_He4_Si28_to_p_P31_derived)*Y(He4)*Y(Si28)*state.rho) +
         screened_rates(k_C12_O16_to_Si28_modified)*Y(C12)*Y(O16)*state.rho;
 
     ydot_nuc(P31) =
-        (-screened_rates(k_p_P31_to_S32)*Y(P31)*Y(H1)*state.rho + screened_rates(k_S32_to_p_P31)*Y(S32)) +
+        (-screened_rates(k_p_P31_to_S32)*Y(P31)*Y(H1)*state.rho + screened_rates(k_S32_to_p_P31_derived)*Y(S32)) +
         0.5*screened_rates(k_O16_O16_to_p_P31)*amrex::Math::powi<2>(Y(O16))*state.rho +
-        (-screened_rates(k_p_P31_to_He4_Si28)*Y(P31)*Y(H1)*state.rho + screened_rates(k_He4_Si28_to_p_P31)*Y(He4)*Y(Si28)*state.rho);
+        (-screened_rates(k_p_P31_to_He4_Si28)*Y(P31)*Y(H1)*state.rho + screened_rates(k_He4_Si28_to_p_P31_derived)*Y(He4)*Y(Si28)*state.rho);
 
     ydot_nuc(S32) =
-        (screened_rates(k_He4_Si28_to_S32)*Y(He4)*Y(Si28)*state.rho + -screened_rates(k_S32_to_He4_Si28)*Y(S32)) +
-        (screened_rates(k_p_P31_to_S32)*Y(P31)*Y(H1)*state.rho + -screened_rates(k_S32_to_p_P31)*Y(S32)) +
+        (screened_rates(k_He4_Si28_to_S32)*Y(He4)*Y(Si28)*state.rho + -screened_rates(k_S32_to_He4_Si28_derived)*Y(S32)) +
+        (screened_rates(k_p_P31_to_S32)*Y(P31)*Y(H1)*state.rho + -screened_rates(k_S32_to_p_P31_derived)*Y(S32)) +
         0.5*screened_rates(k_O16_O16_to_S32_modified)*amrex::Math::powi<2>(Y(O16))*state.rho +
         (-screened_rates(k_S32_He4_to_Ar36_approx)*Y(He4)*Y(S32)*state.rho + screened_rates(k_Ar36_to_S32_He4_approx)*Y(Ar36));
 
@@ -1334,58 +1334,58 @@ void jac_nuc(const burn_t& state,
 
     amrex::Real scratch;
 
-    scratch = -screened_rates(k_p_Al27_to_He4_Mg24)*Y(Al27)*state.rho - screened_rates(k_p_Al27_to_Si28)*Y(Al27)*state.rho - screened_rates(k_p_C12_to_N13)*Y(C12)*state.rho - screened_rates(k_p_Na23_to_He4_Ne20)*Y(Na23)*state.rho - screened_rates(k_p_Na23_to_Mg24)*Y(Na23)*state.rho - screened_rates(k_p_Ne21_to_He4_F18)*Y(Ne21)*state.rho - screened_rates(k_p_Ne21_to_Na22)*Y(Ne21)*state.rho - screened_rates(k_p_O16_to_He4_N13)*Y(O16)*state.rho - screened_rates(k_p_P31_to_He4_Si28)*Y(P31)*state.rho - screened_rates(k_p_P31_to_S32)*Y(P31)*state.rho;
+    scratch = -screened_rates(k_p_Al27_to_He4_Mg24)*Y(Al27)*state.rho - screened_rates(k_p_Al27_to_Si28)*Y(Al27)*state.rho - screened_rates(k_p_C12_to_N13)*Y(C12)*state.rho - screened_rates(k_p_Na23_to_He4_Ne20)*Y(Na23)*state.rho - screened_rates(k_p_Na23_to_Mg24)*Y(Na23)*state.rho - screened_rates(k_p_Ne21_to_He4_F18_derived)*Y(Ne21)*state.rho - screened_rates(k_p_Ne21_to_Na22)*Y(Ne21)*state.rho - screened_rates(k_p_O16_to_He4_N13_derived)*Y(O16)*state.rho - screened_rates(k_p_P31_to_He4_Si28)*Y(P31)*state.rho - screened_rates(k_p_P31_to_S32)*Y(P31)*state.rho;
     jac.set(H1, H1, scratch);
 
-    scratch = screened_rates(k_He4_F18_to_p_Ne21)*Y(F18)*state.rho + screened_rates(k_He4_Mg24_to_p_Al27)*Y(Mg24)*state.rho + screened_rates(k_He4_N13_to_p_O16)*Y(N13)*state.rho + screened_rates(k_He4_Ne20_to_p_Na23)*Y(Ne20)*state.rho + screened_rates(k_He4_Si28_to_p_P31)*Y(Si28)*state.rho;
+    scratch = screened_rates(k_He4_F18_to_p_Ne21)*Y(F18)*state.rho + screened_rates(k_He4_Mg24_to_p_Al27_derived)*Y(Mg24)*state.rho + screened_rates(k_He4_N13_to_p_O16)*Y(N13)*state.rho + screened_rates(k_He4_Ne20_to_p_Na23_derived)*Y(Ne20)*state.rho + screened_rates(k_He4_Si28_to_p_P31_derived)*Y(Si28)*state.rho;
     jac.set(H1, He4, scratch);
 
     scratch = 1.0*screened_rates(k_C12_C12_to_p_Na23)*Y(C12)*state.rho + screened_rates(k_C12_O16_to_p_Al27)*Y(O16)*state.rho - screened_rates(k_p_C12_to_N13)*Y(H1)*state.rho;
     jac.set(H1, C12, scratch);
 
-    scratch = screened_rates(k_He4_N13_to_p_O16)*Y(He4)*state.rho + screened_rates(k_N13_to_p_C12);
+    scratch = screened_rates(k_He4_N13_to_p_O16)*Y(He4)*state.rho + screened_rates(k_N13_to_p_C12_derived);
     jac.set(H1, N13, scratch);
 
-    scratch = screened_rates(k_C12_O16_to_p_Al27)*Y(C12)*state.rho + 1.0*screened_rates(k_O16_O16_to_p_P31)*Y(O16)*state.rho - screened_rates(k_p_O16_to_He4_N13)*Y(H1)*state.rho;
+    scratch = screened_rates(k_C12_O16_to_p_Al27)*Y(C12)*state.rho + 1.0*screened_rates(k_O16_O16_to_p_P31)*Y(O16)*state.rho - screened_rates(k_p_O16_to_He4_N13_derived)*Y(H1)*state.rho;
     jac.set(H1, O16, scratch);
 
     scratch = screened_rates(k_He4_F18_to_p_Ne21)*Y(He4)*state.rho;
     jac.set(H1, F18, scratch);
 
-    scratch = screened_rates(k_He4_Ne20_to_p_Na23)*Y(He4)*state.rho;
+    scratch = screened_rates(k_He4_Ne20_to_p_Na23_derived)*Y(He4)*state.rho;
     jac.set(H1, Ne20, scratch);
 
-    scratch = -screened_rates(k_p_Ne21_to_He4_F18)*Y(H1)*state.rho - screened_rates(k_p_Ne21_to_Na22)*Y(H1)*state.rho;
+    scratch = -screened_rates(k_p_Ne21_to_He4_F18_derived)*Y(H1)*state.rho - screened_rates(k_p_Ne21_to_Na22)*Y(H1)*state.rho;
     jac.set(H1, Ne21, scratch);
 
-    scratch = screened_rates(k_Na22_to_p_Ne21);
+    scratch = screened_rates(k_Na22_to_p_Ne21_derived);
     jac.set(H1, Na22, scratch);
 
     scratch = -screened_rates(k_p_Na23_to_He4_Ne20)*Y(H1)*state.rho - screened_rates(k_p_Na23_to_Mg24)*Y(H1)*state.rho;
     jac.set(H1, Na23, scratch);
 
-    scratch = screened_rates(k_He4_Mg24_to_p_Al27)*Y(He4)*state.rho + screened_rates(k_Mg24_to_p_Na23);
+    scratch = screened_rates(k_He4_Mg24_to_p_Al27_derived)*Y(He4)*state.rho + screened_rates(k_Mg24_to_p_Na23_derived);
     jac.set(H1, Mg24, scratch);
 
     scratch = -screened_rates(k_p_Al27_to_He4_Mg24)*Y(H1)*state.rho - screened_rates(k_p_Al27_to_Si28)*Y(H1)*state.rho;
     jac.set(H1, Al27, scratch);
 
-    scratch = screened_rates(k_He4_Si28_to_p_P31)*Y(He4)*state.rho + screened_rates(k_Si28_to_p_Al27);
+    scratch = screened_rates(k_He4_Si28_to_p_P31_derived)*Y(He4)*state.rho + screened_rates(k_Si28_to_p_Al27_derived);
     jac.set(H1, Si28, scratch);
 
     scratch = -screened_rates(k_p_P31_to_He4_Si28)*Y(H1)*state.rho - screened_rates(k_p_P31_to_S32)*Y(H1)*state.rho;
     jac.set(H1, P31, scratch);
 
-    scratch = screened_rates(k_S32_to_p_P31);
+    scratch = screened_rates(k_S32_to_p_P31_derived);
     jac.set(H1, S32, scratch);
 
-    scratch = screened_rates(k_p_Al27_to_He4_Mg24)*Y(Al27)*state.rho + screened_rates(k_p_Na23_to_He4_Ne20)*Y(Na23)*state.rho + screened_rates(k_p_Ne21_to_He4_F18)*Y(Ne21)*state.rho + screened_rates(k_p_O16_to_He4_N13)*Y(O16)*state.rho + screened_rates(k_p_P31_to_He4_Si28)*Y(P31)*state.rho;
+    scratch = screened_rates(k_p_Al27_to_He4_Mg24)*Y(Al27)*state.rho + screened_rates(k_p_Na23_to_He4_Ne20)*Y(Na23)*state.rho + screened_rates(k_p_Ne21_to_He4_F18_derived)*Y(Ne21)*state.rho + screened_rates(k_p_O16_to_He4_N13_derived)*Y(O16)*state.rho + screened_rates(k_p_P31_to_He4_Si28)*Y(P31)*state.rho;
     jac.set(He4, H1, scratch);
 
-    scratch = -screened_rates(k_Ar36_He4_to_Ca40_approx)*Y(Ar36)*state.rho - screened_rates(k_Ca40_He4_to_Ti44_approx)*Y(Ca40)*state.rho - screened_rates(k_Cr48_He4_to_Fe52_approx)*Y(Cr48)*state.rho - screened_rates(k_Fe52_He4_to_Ni56_approx)*Y(Fe52)*state.rho - screened_rates(k_He4_C12_to_O16)*Y(C12)*state.rho - screened_rates(k_He4_F18_to_Na22)*Y(F18)*state.rho - screened_rates(k_He4_F18_to_p_Ne21)*Y(F18)*state.rho - 1.5*screened_rates(k_He4_He4_He4_to_C12)*amrex::Math::powi<2>(Y(He4))*amrex::Math::powi<2>(state.rho) - screened_rates(k_He4_Mg24_to_Si28)*Y(Mg24)*state.rho - screened_rates(k_He4_Mg24_to_p_Al27)*Y(Mg24)*state.rho - screened_rates(k_He4_N13_to_p_O16)*Y(N13)*state.rho - screened_rates(k_He4_N14_to_F18)*Y(N14)*state.rho - screened_rates(k_He4_Ne20_to_Mg24)*Y(Ne20)*state.rho - screened_rates(k_He4_Ne20_to_p_Na23)*Y(Ne20)*state.rho - screened_rates(k_He4_O16_to_Ne20)*Y(O16)*state.rho - screened_rates(k_He4_Si28_to_S32)*Y(Si28)*state.rho - screened_rates(k_He4_Si28_to_p_P31)*Y(Si28)*state.rho - screened_rates(k_S32_He4_to_Ar36_approx)*Y(S32)*state.rho - screened_rates(k_Ti44_He4_to_Cr48_approx)*Y(Ti44)*state.rho;
+    scratch = -screened_rates(k_Ar36_He4_to_Ca40_approx)*Y(Ar36)*state.rho - screened_rates(k_Ca40_He4_to_Ti44_approx)*Y(Ca40)*state.rho - screened_rates(k_Cr48_He4_to_Fe52_approx)*Y(Cr48)*state.rho - screened_rates(k_Fe52_He4_to_Ni56_approx)*Y(Fe52)*state.rho - screened_rates(k_He4_C12_to_O16)*Y(C12)*state.rho - screened_rates(k_He4_F18_to_Na22)*Y(F18)*state.rho - screened_rates(k_He4_F18_to_p_Ne21)*Y(F18)*state.rho - 1.5*screened_rates(k_He4_He4_He4_to_C12)*amrex::Math::powi<2>(Y(He4))*amrex::Math::powi<2>(state.rho) - screened_rates(k_He4_Mg24_to_Si28)*Y(Mg24)*state.rho - screened_rates(k_He4_Mg24_to_p_Al27_derived)*Y(Mg24)*state.rho - screened_rates(k_He4_N13_to_p_O16)*Y(N13)*state.rho - screened_rates(k_He4_N14_to_F18)*Y(N14)*state.rho - screened_rates(k_He4_Ne20_to_Mg24)*Y(Ne20)*state.rho - screened_rates(k_He4_Ne20_to_p_Na23_derived)*Y(Ne20)*state.rho - screened_rates(k_He4_O16_to_Ne20)*Y(O16)*state.rho - screened_rates(k_He4_Si28_to_S32)*Y(Si28)*state.rho - screened_rates(k_He4_Si28_to_p_P31_derived)*Y(Si28)*state.rho - screened_rates(k_S32_He4_to_Ar36_approx)*Y(S32)*state.rho - screened_rates(k_Ti44_He4_to_Cr48_approx)*Y(Ti44)*state.rho;
     jac.set(He4, He4, scratch);
 
-    scratch = 1.0*screened_rates(k_C12_C12_to_He4_Ne20)*Y(C12)*state.rho + screened_rates(k_C12_O16_to_He4_Mg24)*Y(O16)*state.rho + 3.0*screened_rates(k_C12_to_He4_He4_He4) - screened_rates(k_He4_C12_to_O16)*Y(He4)*state.rho;
+    scratch = 1.0*screened_rates(k_C12_C12_to_He4_Ne20)*Y(C12)*state.rho + screened_rates(k_C12_O16_to_He4_Mg24)*Y(O16)*state.rho + 3.0*screened_rates(k_C12_to_He4_He4_He4_derived) - screened_rates(k_He4_C12_to_O16)*Y(He4)*state.rho;
     jac.set(He4, C12, scratch);
 
     scratch = -screened_rates(k_He4_N13_to_p_O16)*Y(He4)*state.rho;
@@ -1394,37 +1394,37 @@ void jac_nuc(const burn_t& state,
     scratch = -screened_rates(k_He4_N14_to_F18)*Y(He4)*state.rho;
     jac.set(He4, N14, scratch);
 
-    scratch = screened_rates(k_C12_O16_to_He4_Mg24)*Y(C12)*state.rho - screened_rates(k_He4_O16_to_Ne20)*Y(He4)*state.rho + 1.0*screened_rates(k_O16_O16_to_He4_Si28)*Y(O16)*state.rho + screened_rates(k_O16_to_He4_C12) + screened_rates(k_p_O16_to_He4_N13)*Y(H1)*state.rho;
+    scratch = screened_rates(k_C12_O16_to_He4_Mg24)*Y(C12)*state.rho - screened_rates(k_He4_O16_to_Ne20)*Y(He4)*state.rho + 1.0*screened_rates(k_O16_O16_to_He4_Si28)*Y(O16)*state.rho + screened_rates(k_O16_to_He4_C12_derived) + screened_rates(k_p_O16_to_He4_N13_derived)*Y(H1)*state.rho;
     jac.set(He4, O16, scratch);
 
-    scratch = screened_rates(k_F18_to_He4_N14) - screened_rates(k_He4_F18_to_Na22)*Y(He4)*state.rho - screened_rates(k_He4_F18_to_p_Ne21)*Y(He4)*state.rho;
+    scratch = screened_rates(k_F18_to_He4_N14_derived) - screened_rates(k_He4_F18_to_Na22)*Y(He4)*state.rho - screened_rates(k_He4_F18_to_p_Ne21)*Y(He4)*state.rho;
     jac.set(He4, F18, scratch);
 
-    scratch = -screened_rates(k_He4_Ne20_to_Mg24)*Y(He4)*state.rho - screened_rates(k_He4_Ne20_to_p_Na23)*Y(He4)*state.rho + screened_rates(k_Ne20_to_He4_O16);
+    scratch = -screened_rates(k_He4_Ne20_to_Mg24)*Y(He4)*state.rho - screened_rates(k_He4_Ne20_to_p_Na23_derived)*Y(He4)*state.rho + screened_rates(k_Ne20_to_He4_O16_derived);
     jac.set(He4, Ne20, scratch);
 
-    scratch = screened_rates(k_p_Ne21_to_He4_F18)*Y(H1)*state.rho;
+    scratch = screened_rates(k_p_Ne21_to_He4_F18_derived)*Y(H1)*state.rho;
     jac.set(He4, Ne21, scratch);
 
-    scratch = screened_rates(k_Na22_to_He4_F18);
+    scratch = screened_rates(k_Na22_to_He4_F18_derived);
     jac.set(He4, Na22, scratch);
 
     scratch = screened_rates(k_p_Na23_to_He4_Ne20)*Y(H1)*state.rho;
     jac.set(He4, Na23, scratch);
 
-    scratch = -screened_rates(k_He4_Mg24_to_Si28)*Y(He4)*state.rho - screened_rates(k_He4_Mg24_to_p_Al27)*Y(He4)*state.rho + screened_rates(k_Mg24_to_He4_Ne20);
+    scratch = -screened_rates(k_He4_Mg24_to_Si28)*Y(He4)*state.rho - screened_rates(k_He4_Mg24_to_p_Al27_derived)*Y(He4)*state.rho + screened_rates(k_Mg24_to_He4_Ne20_derived);
     jac.set(He4, Mg24, scratch);
 
     scratch = screened_rates(k_p_Al27_to_He4_Mg24)*Y(H1)*state.rho;
     jac.set(He4, Al27, scratch);
 
-    scratch = -screened_rates(k_He4_Si28_to_S32)*Y(He4)*state.rho - screened_rates(k_He4_Si28_to_p_P31)*Y(He4)*state.rho + screened_rates(k_Si28_to_He4_Mg24);
+    scratch = -screened_rates(k_He4_Si28_to_S32)*Y(He4)*state.rho - screened_rates(k_He4_Si28_to_p_P31_derived)*Y(He4)*state.rho + screened_rates(k_Si28_to_He4_Mg24_derived);
     jac.set(He4, Si28, scratch);
 
     scratch = screened_rates(k_p_P31_to_He4_Si28)*Y(H1)*state.rho;
     jac.set(He4, P31, scratch);
 
-    scratch = -screened_rates(k_S32_He4_to_Ar36_approx)*Y(He4)*state.rho + screened_rates(k_S32_to_He4_Si28);
+    scratch = -screened_rates(k_S32_He4_to_Ar36_approx)*Y(He4)*state.rho + screened_rates(k_S32_to_He4_Si28_derived);
     jac.set(He4, S32, scratch);
 
     scratch = -screened_rates(k_Ar36_He4_to_Ca40_approx)*Y(He4)*state.rho + screened_rates(k_Ar36_to_S32_He4_approx);
@@ -1451,16 +1451,16 @@ void jac_nuc(const burn_t& state,
     scratch = -screened_rates(k_He4_C12_to_O16)*Y(C12)*state.rho + 0.5*screened_rates(k_He4_He4_He4_to_C12)*amrex::Math::powi<2>(Y(He4))*amrex::Math::powi<2>(state.rho);
     jac.set(C12, He4, scratch);
 
-    scratch = -2.0*screened_rates(k_C12_C12_to_He4_Ne20)*Y(C12)*state.rho - 2.0*screened_rates(k_C12_C12_to_Mg24_modified)*Y(C12)*state.rho - 2.0*screened_rates(k_C12_C12_to_p_Na23)*Y(C12)*state.rho - screened_rates(k_C12_O16_to_He4_Mg24)*Y(O16)*state.rho - screened_rates(k_C12_O16_to_Si28_modified)*Y(O16)*state.rho - screened_rates(k_C12_O16_to_p_Al27)*Y(O16)*state.rho - screened_rates(k_C12_to_He4_He4_He4) - screened_rates(k_He4_C12_to_O16)*Y(He4)*state.rho - screened_rates(k_p_C12_to_N13)*Y(H1)*state.rho;
+    scratch = -2.0*screened_rates(k_C12_C12_to_He4_Ne20)*Y(C12)*state.rho - 2.0*screened_rates(k_C12_C12_to_Mg24_modified)*Y(C12)*state.rho - 2.0*screened_rates(k_C12_C12_to_p_Na23)*Y(C12)*state.rho - screened_rates(k_C12_O16_to_He4_Mg24)*Y(O16)*state.rho - screened_rates(k_C12_O16_to_Si28_modified)*Y(O16)*state.rho - screened_rates(k_C12_O16_to_p_Al27)*Y(O16)*state.rho - screened_rates(k_C12_to_He4_He4_He4_derived) - screened_rates(k_He4_C12_to_O16)*Y(He4)*state.rho - screened_rates(k_p_C12_to_N13)*Y(H1)*state.rho;
     jac.set(C12, C12, scratch);
 
-    scratch = screened_rates(k_N13_to_p_C12);
+    scratch = screened_rates(k_N13_to_p_C12_derived);
     jac.set(C12, N13, scratch);
 
-    scratch = -screened_rates(k_C12_O16_to_He4_Mg24)*Y(C12)*state.rho - screened_rates(k_C12_O16_to_Si28_modified)*Y(C12)*state.rho - screened_rates(k_C12_O16_to_p_Al27)*Y(C12)*state.rho + screened_rates(k_O16_to_He4_C12);
+    scratch = -screened_rates(k_C12_O16_to_He4_Mg24)*Y(C12)*state.rho - screened_rates(k_C12_O16_to_Si28_modified)*Y(C12)*state.rho - screened_rates(k_C12_O16_to_p_Al27)*Y(C12)*state.rho + screened_rates(k_O16_to_He4_C12_derived);
     jac.set(C12, O16, scratch);
 
-    scratch = screened_rates(k_p_C12_to_N13)*Y(C12)*state.rho + screened_rates(k_p_O16_to_He4_N13)*Y(O16)*state.rho;
+    scratch = screened_rates(k_p_C12_to_N13)*Y(C12)*state.rho + screened_rates(k_p_O16_to_He4_N13_derived)*Y(O16)*state.rho;
     jac.set(N13, H1, scratch);
 
     scratch = -screened_rates(k_He4_N13_to_p_O16)*Y(N13)*state.rho;
@@ -1469,10 +1469,10 @@ void jac_nuc(const burn_t& state,
     scratch = screened_rates(k_p_C12_to_N13)*Y(H1)*state.rho;
     jac.set(N13, C12, scratch);
 
-    scratch = -screened_rates(k_He4_N13_to_p_O16)*Y(He4)*state.rho - screened_rates(k_N13_to_p_C12);
+    scratch = -screened_rates(k_He4_N13_to_p_O16)*Y(He4)*state.rho - screened_rates(k_N13_to_p_C12_derived);
     jac.set(N13, N13, scratch);
 
-    scratch = screened_rates(k_p_O16_to_He4_N13)*Y(H1)*state.rho;
+    scratch = screened_rates(k_p_O16_to_He4_N13_derived)*Y(H1)*state.rho;
     jac.set(N13, O16, scratch);
 
     scratch = -screened_rates(k_He4_N14_to_F18)*Y(N14)*state.rho;
@@ -1481,10 +1481,10 @@ void jac_nuc(const burn_t& state,
     scratch = -screened_rates(k_He4_N14_to_F18)*Y(He4)*state.rho;
     jac.set(N14, N14, scratch);
 
-    scratch = screened_rates(k_F18_to_He4_N14);
+    scratch = screened_rates(k_F18_to_He4_N14_derived);
     jac.set(N14, F18, scratch);
 
-    scratch = -screened_rates(k_p_O16_to_He4_N13)*Y(O16)*state.rho;
+    scratch = -screened_rates(k_p_O16_to_He4_N13_derived)*Y(O16)*state.rho;
     jac.set(O16, H1, scratch);
 
     scratch = screened_rates(k_He4_C12_to_O16)*Y(C12)*state.rho + screened_rates(k_He4_N13_to_p_O16)*Y(N13)*state.rho - screened_rates(k_He4_O16_to_Ne20)*Y(O16)*state.rho;
@@ -1496,13 +1496,13 @@ void jac_nuc(const burn_t& state,
     scratch = screened_rates(k_He4_N13_to_p_O16)*Y(He4)*state.rho;
     jac.set(O16, N13, scratch);
 
-    scratch = -screened_rates(k_C12_O16_to_He4_Mg24)*Y(C12)*state.rho - screened_rates(k_C12_O16_to_Si28_modified)*Y(C12)*state.rho - screened_rates(k_C12_O16_to_p_Al27)*Y(C12)*state.rho - screened_rates(k_He4_O16_to_Ne20)*Y(He4)*state.rho - 2.0*screened_rates(k_O16_O16_to_He4_Si28)*Y(O16)*state.rho - 2.0*screened_rates(k_O16_O16_to_S32_modified)*Y(O16)*state.rho - 2.0*screened_rates(k_O16_O16_to_p_P31)*Y(O16)*state.rho - screened_rates(k_O16_to_He4_C12) - screened_rates(k_p_O16_to_He4_N13)*Y(H1)*state.rho;
+    scratch = -screened_rates(k_C12_O16_to_He4_Mg24)*Y(C12)*state.rho - screened_rates(k_C12_O16_to_Si28_modified)*Y(C12)*state.rho - screened_rates(k_C12_O16_to_p_Al27)*Y(C12)*state.rho - screened_rates(k_He4_O16_to_Ne20)*Y(He4)*state.rho - 2.0*screened_rates(k_O16_O16_to_He4_Si28)*Y(O16)*state.rho - 2.0*screened_rates(k_O16_O16_to_S32_modified)*Y(O16)*state.rho - 2.0*screened_rates(k_O16_O16_to_p_P31)*Y(O16)*state.rho - screened_rates(k_O16_to_He4_C12_derived) - screened_rates(k_p_O16_to_He4_N13_derived)*Y(H1)*state.rho;
     jac.set(O16, O16, scratch);
 
-    scratch = screened_rates(k_Ne20_to_He4_O16);
+    scratch = screened_rates(k_Ne20_to_He4_O16_derived);
     jac.set(O16, Ne20, scratch);
 
-    scratch = screened_rates(k_p_Ne21_to_He4_F18)*Y(Ne21)*state.rho;
+    scratch = screened_rates(k_p_Ne21_to_He4_F18_derived)*Y(Ne21)*state.rho;
     jac.set(F18, H1, scratch);
 
     scratch = -screened_rates(k_He4_F18_to_Na22)*Y(F18)*state.rho - screened_rates(k_He4_F18_to_p_Ne21)*Y(F18)*state.rho + screened_rates(k_He4_N14_to_F18)*Y(N14)*state.rho;
@@ -1511,19 +1511,19 @@ void jac_nuc(const burn_t& state,
     scratch = screened_rates(k_He4_N14_to_F18)*Y(He4)*state.rho;
     jac.set(F18, N14, scratch);
 
-    scratch = -screened_rates(k_F18_to_He4_N14) - screened_rates(k_He4_F18_to_Na22)*Y(He4)*state.rho - screened_rates(k_He4_F18_to_p_Ne21)*Y(He4)*state.rho;
+    scratch = -screened_rates(k_F18_to_He4_N14_derived) - screened_rates(k_He4_F18_to_Na22)*Y(He4)*state.rho - screened_rates(k_He4_F18_to_p_Ne21)*Y(He4)*state.rho;
     jac.set(F18, F18, scratch);
 
-    scratch = screened_rates(k_p_Ne21_to_He4_F18)*Y(H1)*state.rho;
+    scratch = screened_rates(k_p_Ne21_to_He4_F18_derived)*Y(H1)*state.rho;
     jac.set(F18, Ne21, scratch);
 
-    scratch = screened_rates(k_Na22_to_He4_F18);
+    scratch = screened_rates(k_Na22_to_He4_F18_derived);
     jac.set(F18, Na22, scratch);
 
     scratch = screened_rates(k_p_Na23_to_He4_Ne20)*Y(Na23)*state.rho;
     jac.set(Ne20, H1, scratch);
 
-    scratch = -screened_rates(k_He4_Ne20_to_Mg24)*Y(Ne20)*state.rho - screened_rates(k_He4_Ne20_to_p_Na23)*Y(Ne20)*state.rho + screened_rates(k_He4_O16_to_Ne20)*Y(O16)*state.rho;
+    scratch = -screened_rates(k_He4_Ne20_to_Mg24)*Y(Ne20)*state.rho - screened_rates(k_He4_Ne20_to_p_Na23_derived)*Y(Ne20)*state.rho + screened_rates(k_He4_O16_to_Ne20)*Y(O16)*state.rho;
     jac.set(Ne20, He4, scratch);
 
     scratch = 1.0*screened_rates(k_C12_C12_to_He4_Ne20)*Y(C12)*state.rho;
@@ -1532,16 +1532,16 @@ void jac_nuc(const burn_t& state,
     scratch = screened_rates(k_He4_O16_to_Ne20)*Y(He4)*state.rho;
     jac.set(Ne20, O16, scratch);
 
-    scratch = -screened_rates(k_He4_Ne20_to_Mg24)*Y(He4)*state.rho - screened_rates(k_He4_Ne20_to_p_Na23)*Y(He4)*state.rho - screened_rates(k_Ne20_to_He4_O16);
+    scratch = -screened_rates(k_He4_Ne20_to_Mg24)*Y(He4)*state.rho - screened_rates(k_He4_Ne20_to_p_Na23_derived)*Y(He4)*state.rho - screened_rates(k_Ne20_to_He4_O16_derived);
     jac.set(Ne20, Ne20, scratch);
 
     scratch = screened_rates(k_p_Na23_to_He4_Ne20)*Y(H1)*state.rho;
     jac.set(Ne20, Na23, scratch);
 
-    scratch = screened_rates(k_Mg24_to_He4_Ne20);
+    scratch = screened_rates(k_Mg24_to_He4_Ne20_derived);
     jac.set(Ne20, Mg24, scratch);
 
-    scratch = -screened_rates(k_p_Ne21_to_He4_F18)*Y(Ne21)*state.rho - screened_rates(k_p_Ne21_to_Na22)*Y(Ne21)*state.rho;
+    scratch = -screened_rates(k_p_Ne21_to_He4_F18_derived)*Y(Ne21)*state.rho - screened_rates(k_p_Ne21_to_Na22)*Y(Ne21)*state.rho;
     jac.set(Ne21, H1, scratch);
 
     scratch = screened_rates(k_He4_F18_to_p_Ne21)*Y(F18)*state.rho;
@@ -1550,10 +1550,10 @@ void jac_nuc(const burn_t& state,
     scratch = screened_rates(k_He4_F18_to_p_Ne21)*Y(He4)*state.rho;
     jac.set(Ne21, F18, scratch);
 
-    scratch = -screened_rates(k_p_Ne21_to_He4_F18)*Y(H1)*state.rho - screened_rates(k_p_Ne21_to_Na22)*Y(H1)*state.rho;
+    scratch = -screened_rates(k_p_Ne21_to_He4_F18_derived)*Y(H1)*state.rho - screened_rates(k_p_Ne21_to_Na22)*Y(H1)*state.rho;
     jac.set(Ne21, Ne21, scratch);
 
-    scratch = screened_rates(k_Na22_to_p_Ne21);
+    scratch = screened_rates(k_Na22_to_p_Ne21_derived);
     jac.set(Ne21, Na22, scratch);
 
     scratch = screened_rates(k_p_Ne21_to_Na22)*Y(Ne21)*state.rho;
@@ -1568,31 +1568,31 @@ void jac_nuc(const burn_t& state,
     scratch = screened_rates(k_p_Ne21_to_Na22)*Y(H1)*state.rho;
     jac.set(Na22, Ne21, scratch);
 
-    scratch = -screened_rates(k_Na22_to_He4_F18) - screened_rates(k_Na22_to_p_Ne21);
+    scratch = -screened_rates(k_Na22_to_He4_F18_derived) - screened_rates(k_Na22_to_p_Ne21_derived);
     jac.set(Na22, Na22, scratch);
 
     scratch = -screened_rates(k_p_Na23_to_He4_Ne20)*Y(Na23)*state.rho - screened_rates(k_p_Na23_to_Mg24)*Y(Na23)*state.rho;
     jac.set(Na23, H1, scratch);
 
-    scratch = screened_rates(k_He4_Ne20_to_p_Na23)*Y(Ne20)*state.rho;
+    scratch = screened_rates(k_He4_Ne20_to_p_Na23_derived)*Y(Ne20)*state.rho;
     jac.set(Na23, He4, scratch);
 
     scratch = 1.0*screened_rates(k_C12_C12_to_p_Na23)*Y(C12)*state.rho;
     jac.set(Na23, C12, scratch);
 
-    scratch = screened_rates(k_He4_Ne20_to_p_Na23)*Y(He4)*state.rho;
+    scratch = screened_rates(k_He4_Ne20_to_p_Na23_derived)*Y(He4)*state.rho;
     jac.set(Na23, Ne20, scratch);
 
     scratch = -screened_rates(k_p_Na23_to_He4_Ne20)*Y(H1)*state.rho - screened_rates(k_p_Na23_to_Mg24)*Y(H1)*state.rho;
     jac.set(Na23, Na23, scratch);
 
-    scratch = screened_rates(k_Mg24_to_p_Na23);
+    scratch = screened_rates(k_Mg24_to_p_Na23_derived);
     jac.set(Na23, Mg24, scratch);
 
     scratch = screened_rates(k_p_Al27_to_He4_Mg24)*Y(Al27)*state.rho + screened_rates(k_p_Na23_to_Mg24)*Y(Na23)*state.rho;
     jac.set(Mg24, H1, scratch);
 
-    scratch = -screened_rates(k_He4_Mg24_to_Si28)*Y(Mg24)*state.rho - screened_rates(k_He4_Mg24_to_p_Al27)*Y(Mg24)*state.rho + screened_rates(k_He4_Ne20_to_Mg24)*Y(Ne20)*state.rho;
+    scratch = -screened_rates(k_He4_Mg24_to_Si28)*Y(Mg24)*state.rho - screened_rates(k_He4_Mg24_to_p_Al27_derived)*Y(Mg24)*state.rho + screened_rates(k_He4_Ne20_to_Mg24)*Y(Ne20)*state.rho;
     jac.set(Mg24, He4, scratch);
 
     scratch = 1.0*screened_rates(k_C12_C12_to_Mg24_modified)*Y(C12)*state.rho + screened_rates(k_C12_O16_to_He4_Mg24)*Y(O16)*state.rho;
@@ -1607,19 +1607,19 @@ void jac_nuc(const burn_t& state,
     scratch = screened_rates(k_p_Na23_to_Mg24)*Y(H1)*state.rho;
     jac.set(Mg24, Na23, scratch);
 
-    scratch = -screened_rates(k_He4_Mg24_to_Si28)*Y(He4)*state.rho - screened_rates(k_He4_Mg24_to_p_Al27)*Y(He4)*state.rho - screened_rates(k_Mg24_to_He4_Ne20) - screened_rates(k_Mg24_to_p_Na23);
+    scratch = -screened_rates(k_He4_Mg24_to_Si28)*Y(He4)*state.rho - screened_rates(k_He4_Mg24_to_p_Al27_derived)*Y(He4)*state.rho - screened_rates(k_Mg24_to_He4_Ne20_derived) - screened_rates(k_Mg24_to_p_Na23_derived);
     jac.set(Mg24, Mg24, scratch);
 
     scratch = screened_rates(k_p_Al27_to_He4_Mg24)*Y(H1)*state.rho;
     jac.set(Mg24, Al27, scratch);
 
-    scratch = screened_rates(k_Si28_to_He4_Mg24);
+    scratch = screened_rates(k_Si28_to_He4_Mg24_derived);
     jac.set(Mg24, Si28, scratch);
 
     scratch = -screened_rates(k_p_Al27_to_He4_Mg24)*Y(Al27)*state.rho - screened_rates(k_p_Al27_to_Si28)*Y(Al27)*state.rho;
     jac.set(Al27, H1, scratch);
 
-    scratch = screened_rates(k_He4_Mg24_to_p_Al27)*Y(Mg24)*state.rho;
+    scratch = screened_rates(k_He4_Mg24_to_p_Al27_derived)*Y(Mg24)*state.rho;
     jac.set(Al27, He4, scratch);
 
     scratch = screened_rates(k_C12_O16_to_p_Al27)*Y(O16)*state.rho;
@@ -1628,19 +1628,19 @@ void jac_nuc(const burn_t& state,
     scratch = screened_rates(k_C12_O16_to_p_Al27)*Y(C12)*state.rho;
     jac.set(Al27, O16, scratch);
 
-    scratch = screened_rates(k_He4_Mg24_to_p_Al27)*Y(He4)*state.rho;
+    scratch = screened_rates(k_He4_Mg24_to_p_Al27_derived)*Y(He4)*state.rho;
     jac.set(Al27, Mg24, scratch);
 
     scratch = -screened_rates(k_p_Al27_to_He4_Mg24)*Y(H1)*state.rho - screened_rates(k_p_Al27_to_Si28)*Y(H1)*state.rho;
     jac.set(Al27, Al27, scratch);
 
-    scratch = screened_rates(k_Si28_to_p_Al27);
+    scratch = screened_rates(k_Si28_to_p_Al27_derived);
     jac.set(Al27, Si28, scratch);
 
     scratch = screened_rates(k_p_Al27_to_Si28)*Y(Al27)*state.rho + screened_rates(k_p_P31_to_He4_Si28)*Y(P31)*state.rho;
     jac.set(Si28, H1, scratch);
 
-    scratch = screened_rates(k_He4_Mg24_to_Si28)*Y(Mg24)*state.rho - screened_rates(k_He4_Si28_to_S32)*Y(Si28)*state.rho - screened_rates(k_He4_Si28_to_p_P31)*Y(Si28)*state.rho;
+    scratch = screened_rates(k_He4_Mg24_to_Si28)*Y(Mg24)*state.rho - screened_rates(k_He4_Si28_to_S32)*Y(Si28)*state.rho - screened_rates(k_He4_Si28_to_p_P31_derived)*Y(Si28)*state.rho;
     jac.set(Si28, He4, scratch);
 
     scratch = screened_rates(k_C12_O16_to_Si28_modified)*Y(O16)*state.rho;
@@ -1655,31 +1655,31 @@ void jac_nuc(const burn_t& state,
     scratch = screened_rates(k_p_Al27_to_Si28)*Y(H1)*state.rho;
     jac.set(Si28, Al27, scratch);
 
-    scratch = -screened_rates(k_He4_Si28_to_S32)*Y(He4)*state.rho - screened_rates(k_He4_Si28_to_p_P31)*Y(He4)*state.rho - screened_rates(k_Si28_to_He4_Mg24) - screened_rates(k_Si28_to_p_Al27);
+    scratch = -screened_rates(k_He4_Si28_to_S32)*Y(He4)*state.rho - screened_rates(k_He4_Si28_to_p_P31_derived)*Y(He4)*state.rho - screened_rates(k_Si28_to_He4_Mg24_derived) - screened_rates(k_Si28_to_p_Al27_derived);
     jac.set(Si28, Si28, scratch);
 
     scratch = screened_rates(k_p_P31_to_He4_Si28)*Y(H1)*state.rho;
     jac.set(Si28, P31, scratch);
 
-    scratch = screened_rates(k_S32_to_He4_Si28);
+    scratch = screened_rates(k_S32_to_He4_Si28_derived);
     jac.set(Si28, S32, scratch);
 
     scratch = -screened_rates(k_p_P31_to_He4_Si28)*Y(P31)*state.rho - screened_rates(k_p_P31_to_S32)*Y(P31)*state.rho;
     jac.set(P31, H1, scratch);
 
-    scratch = screened_rates(k_He4_Si28_to_p_P31)*Y(Si28)*state.rho;
+    scratch = screened_rates(k_He4_Si28_to_p_P31_derived)*Y(Si28)*state.rho;
     jac.set(P31, He4, scratch);
 
     scratch = 1.0*screened_rates(k_O16_O16_to_p_P31)*Y(O16)*state.rho;
     jac.set(P31, O16, scratch);
 
-    scratch = screened_rates(k_He4_Si28_to_p_P31)*Y(He4)*state.rho;
+    scratch = screened_rates(k_He4_Si28_to_p_P31_derived)*Y(He4)*state.rho;
     jac.set(P31, Si28, scratch);
 
     scratch = -screened_rates(k_p_P31_to_He4_Si28)*Y(H1)*state.rho - screened_rates(k_p_P31_to_S32)*Y(H1)*state.rho;
     jac.set(P31, P31, scratch);
 
-    scratch = screened_rates(k_S32_to_p_P31);
+    scratch = screened_rates(k_S32_to_p_P31_derived);
     jac.set(P31, S32, scratch);
 
     scratch = screened_rates(k_p_P31_to_S32)*Y(P31)*state.rho;
@@ -1697,7 +1697,7 @@ void jac_nuc(const burn_t& state,
     scratch = screened_rates(k_p_P31_to_S32)*Y(H1)*state.rho;
     jac.set(S32, P31, scratch);
 
-    scratch = -screened_rates(k_S32_He4_to_Ar36_approx)*Y(He4)*state.rho - screened_rates(k_S32_to_He4_Si28) - screened_rates(k_S32_to_p_P31);
+    scratch = -screened_rates(k_S32_He4_to_Ar36_approx)*Y(He4)*state.rho - screened_rates(k_S32_to_He4_Si28_derived) - screened_rates(k_S32_to_p_P31_derived);
     jac.set(S32, S32, scratch);
 
     scratch = screened_rates(k_Ar36_to_S32_He4_approx);
diff --git a/networks/subch_simple/partition_functions.H b/networks/subch_simple/partition_functions.H
index 950f83acae..b5646c765f 100644
--- a/networks/subch_simple/partition_functions.H
+++ b/networks/subch_simple/partition_functions.H
@@ -13,6 +13,489 @@ using namespace Species;
 
 namespace part_fun {
 
+    constexpr int npts_1 = 72;
+
+    // this is T9
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real temp_array_1[npts_1] = {
+        0.01, 0.15, 0.2, 0.3, 0.4,
+        0.5, 0.6, 0.7, 0.8, 0.9,
+        1.0, 1.5, 2.0, 2.5, 3.0,
+        3.5, 4.0, 4.5, 5.0, 6.0,
+        7.0, 8.0, 9.0, 10.0, 12.0,
+        14.0, 16.0, 18.0, 20.0, 22.0,
+        24.0, 26.0, 28.0, 30.0, 35.0,
+        40.0, 45.0, 50.0, 55.0, 60.0,
+        65.0, 70.0, 75.0, 80.0, 85.0,
+        90.0, 95.0, 100.0, 105.0, 110.0,
+        115.0, 120.0, 125.0, 130.0, 135.0,
+        140.0, 145.0, 150.0, 155.0, 160.0,
+        165.0, 170.0, 175.0, 180.0, 190.0,
+        200.0, 210.0, 220.0, 230.0, 240.0,
+        250.0, 275.0,
+    };
+
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real O16_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.012837224705172217,
+        0.037426497940623665, 0.07188200730612537, 0.12057393120584989, 0.1846914308175988, 0.2624510897304295,
+        0.3463529744506387, 0.437750562820388, 0.534026106056135, 0.6344772701607315, 0.8981764834976765,
+        1.1760912590556813, 1.4668676203541096, 1.7641761323903307, 2.0644579892269186, 2.367355921026019,
+        2.667452952889954, 2.9656719712201065, 3.2624510897304293, 3.5550944485783194, 3.845098040014257,
+        4.133538908370218, 4.419955748489758, 4.704150516839799, 4.986771734266245, 5.267171728403014,
+        5.547774705387822, 5.8267225201689925, 6.103803720955957, 6.380211241711606, 6.6551384348113825,
+        6.929929560084588, 7.204119982655925, 7.477121254719663, 7.748962861256161, 8.021189299069938,
+        8.292256071356476, 8.562292864456476, 8.832508912706237, 9.100370545117563, 9.640481436970422,
+        10.178976947293169, 10.714329759745233, 11.250420002308894, 11.785329835010767, 12.320146286111054,
+        12.856124444242301, 14.195899652409233,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real F18_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.00860017176191757, 0.02530586526477026, 0.04921802267018165,
+        0.08635983067474823, 0.12385164096708581, 0.1673173347481761, 0.20682587603184974, 0.28330122870354957,
+        0.35024801833416286, 0.4065401804339551, 0.45331834004703764, 0.4941545940184428, 0.6646419755561255,
+        0.756636108245848, 0.8419848045901139, 0.9232440186302766, 1.0043213737826426, 1.08278537031645,
+        1.1643528557844371, 1.250420002308894, 1.3384564936046048, 1.429752280002408, 1.6748611407378116,
+        1.9405164849325673, 2.220108088040055, 2.505149978319906, 2.7930916001765804, 3.0827853703164503,
+        3.369215857410143, 3.6570558528571038, 3.9434945159061026, 4.230448921378274, 4.514547752660286,
+        4.800029359244134, 5.086359830674748, 5.371067862271737, 5.657055852857104, 5.94299959336604,
+        6.230448921378274, 6.515873843711679, 6.803457115648414, 7.089905111439398, 7.378397900948138,
+        7.667452952889954, 7.956168430475364, 8.24551266781415, 8.534026106056135, 8.823474229170301,
+        9.113943352306837, 9.403120521175818, 9.69460519893357, 9.984977126415494, 10.568201724066995,
+        11.152288344383056, 11.73798732633343, 12.324282455297693, 12.913813852383717, 13.503790683057181,
+        14.096910013008056, 15.584331224367531,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Ne20_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 6.9486561213582446e-06, 0.00016586881316040883, 0.0011034421778731533, 0.003892457497077877,
+        0.009540974939696452, 0.018595240218299815, 0.03107544483336982, 0.04661767038571622, 0.0846241727916796,
+        0.12822183093465686, 0.174311933665943, 0.22124805254602342, 0.2683385291343481, 0.36172783601759284,
+        0.456366033129043, 0.5514499979728752, 0.6483600109809317, 0.7466341989375788, 0.8481891169913987,
+        0.9532763366673044, 1.0644579892269186, 1.1789769472931695, 1.3031960574204888, 1.6434526764861874,
+        2.0170333392987803, 2.4099331233312946, 2.8068580295188172, 3.2013971243204513, 3.5899496013257077,
+        3.9731278535996988, 4.352182518111363, 4.725911632295048, 5.096910013008056, 5.465382851448418,
+        5.830588668685144, 6.193124598354462, 6.556302500767288, 6.916980047320382, 7.276461804173244,
+        7.6344772701607315, 7.991669007379949, 8.348304863048162, 8.703291378118662, 9.056904851336473,
+        9.411619705963231, 9.763427993562937, 10.117271295655764, 10.46686762035411, 10.818225893613956,
+        11.170261715394957, 11.519827993775719, 11.869231719730976, 12.217483944213907, 12.916453948549925,
+        13.61384182187607, 14.3096301674259, 15.004321373782643, 15.702430536445526, 16.399673721481037,
+        17.096910013008056, 18.838849090737256,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Ne21_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 8.685880952436748e-07, 2.4754079983896385e-05,
+        0.0001901793368385613, 0.0007372402163824667, 0.0019404293040471109, 0.0040039218205739505, 0.007021925578680666,
+        0.010986057727319889, 0.04118891376750491, 0.07777221055393521, 0.11230632139519969, 0.14260436993417835,
+        0.16888829052162924, 0.19197861038694297, 0.21269992944898236, 0.23172922294680387, 0.26667282493464145,
+        0.2996105757244402, 0.3321030146619489, 0.3650139334448046, 0.3988146649899236, 0.46982201597816303,
+        0.5465426634781311, 0.6283889300503115, 0.7176705030022621, 0.8142475957319202, 0.9180303367848801,
+        1.0293837776852097, 1.14921911265538, 1.276461804173244, 1.4082399653118496, 1.760422483423212,
+        2.1271047983648077, 2.499687082618404, 2.870403905279027, 3.2380461031287955, 3.603144372620182,
+        3.965671971220107, 4.326335860928752, 4.683947130751513, 5.041392685158225, 5.396199347095736,
+        5.752048447819439, 6.107209969647869, 6.4623979978989565, 6.817565369559781, 7.173186268412274,
+        7.5276299008713385, 7.8819549713396, 8.23552844690755, 8.5910646070265, 8.944975908412047,
+        9.298853076409706, 9.653212513775344, 10.008600171761918, 10.361727836017593, 10.716837723299525,
+        11.071882007306126, 11.424881636631067, 11.780317312140152, 12.133538908370218, 12.844477175745682,
+        13.55509444857832, 14.267171728403014, 14.979548374704095, 15.693726948923647, 16.40823996531185,
+        17.123851640967086, 18.923244018630278,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Na22_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        4.342942647204277e-07, 2.605759074128604e-06, 1.3028639028478182e-05, 4.559852671908958e-05, 0.00011984873864003523,
+        0.0002626687122755098, 0.002992810584370353, 0.010836979076306525, 0.02428653620880802, 0.04242704733870039,
+        0.06402310268617777, 0.0879676561420024, 0.11338308526345185, 0.13961150376071624, 0.19275584832811388,
+        0.2451455832343637, 0.2958922043442712, 0.3448263511644293, 0.39212883410565064, 0.48287358360875376,
+        0.5717088318086876, 0.6627578316815741, 0.756636108245848, 0.8561244442423004, 0.9633155113861113,
+        1.0791812460476249, 1.2013971243204515, 1.3283796034387378, 1.4638929889859074, 1.8215135284047732,
+        2.1931245983544616, 2.5705429398818973, 2.9474337218870508, 3.322219294733919, 3.6954816764901977,
+        4.068185861746161, 4.4361626470407565, 4.804820678721162, 5.173186268412274, 5.540329474790874,
+        5.907411360774586, 6.27415784926368, 6.642464520242122, 7.008600171761918, 7.378397900948138,
+        7.746634198937579, 8.113943352306837, 8.482873583608754, 8.851258348719075, 9.220108088040055,
+        9.588831725594208, 9.957607287060096, 10.32633586092875, 10.695481676490198, 11.064457989226918,
+        11.4345689040342, 11.80413943233535, 12.173186268412275, 12.544068044350276, 13.285557309007775,
+        14.02938377768521, 14.773054693364262, 15.518513939877888, 16.264817823009537, 17.012837224705173,
+        17.76492298464989, 19.64933485871214,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Na23_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 1.737174453219938e-06,
+        2.3885539658322847e-05, 0.00013113713282427166, 0.0004423207528904243, 0.0010999766245234138, 0.002232173197636284,
+        0.003929471989446119, 0.021128907257497758, 0.0479649055541949, 0.07726249885377773, 0.10525805048344758,
+        0.13079227003361293, 0.15390201926318714, 0.17503899265296466, 0.1947232524871551, 0.23147162936712468,
+        0.26668504599022796, 0.3016913566252569, 0.33713446730536967, 0.37335950050705796, 0.4487063199050799,
+        0.5314789170422551, 0.6211762817750351, 0.7218106152125465, 0.8344207036815325, 0.9590413923210936,
+        1.0934216851622351, 1.2405492482825997, 1.3926969532596658, 1.5514499979728753, 1.9628426812012425,
+        2.383815365980431, 2.803457115648414, 3.220108088040055, 3.6344772701607315, 4.045322978786658,
+        4.453318340047038, 4.857935264719429, 5.26245108973043, 5.664641975556125, 6.064457989226918,
+        6.466867620354109, 6.867467487859051, 7.267171728403014, 7.666517980554881, 8.064457989226918,
+        8.463892988985908, 8.861534410859038, 9.260071387985075, 9.656098202012831, 10.05307844348342,
+        10.450249108319362, 10.846337112129806, 11.243038048686294, 11.638489256954637, 12.03342375548695,
+        12.429752280002408, 12.826074802700827, 13.222716471147583, 13.6170003411209, 14.40823996531185,
+        15.20139712432045, 15.993876914941211, 16.787460474518415, 17.582063362911708, 18.378397900948137,
+        19.17609125905568, 21.173186268412273,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Mg24_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        4.342942647204277e-07, 5.471765757979972e-05, 0.0007714899373308072, 0.0037633124724497638, 0.010764115210255058,
+        0.022625058328435314, 0.039160607597355665, 0.05951911533271758, 0.08262238957783377, 0.13324118689139802,
+        0.185518640557017, 0.2370005304649223, 0.2870228837145503, 0.3357157930198095, 0.43136376415898736,
+        0.5263392773898441, 0.6253124509616739, 0.7307822756663892, 0.8463371121298052, 0.974971994298069,
+        1.1172712956557642, 1.2741578492636798, 1.4424797690644486, 1.6232492903979006, 2.103803720955957,
+        2.598790506763115, 3.089905111439398, 3.5774917998372255, 4.05307844348342, 4.52244423350632,
+        4.984527313343793, 5.440909082065218, 5.894869656745253, 6.344392273685111, 6.791690649020118,
+        7.235528446907549, 7.678518379040114, 8.12057393120585, 8.558708570533165, 8.99563519459755,
+        9.431363764158988, 9.866287339084195, 10.301029995663981, 10.732393759822969, 11.164352855784438,
+        11.594392550375426, 12.02530586526477, 12.453318340047037, 12.881384656770573, 13.3096301674259,
+        13.736396502276643, 14.161368002234974, 14.588831725594208, 15.012837224705173, 15.86569605991607,
+        16.715167357848458, 17.56466606425209, 18.413299764081252, 19.26245108973043, 20.113943352306837,
+        20.96284268120124, 23.0899051114394,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Al27_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 8.685880952436748e-07, 3.4743419578801875e-06,
+        1.0422942490878872e-05, 0.00032429686817590634, 0.0018833542475028369, 0.005477808032249925, 0.011239204769804157,
+        0.018904286378932662, 0.028126564553716336, 0.03862016194970278, 0.05018673657450416, 0.07608019569340023,
+        0.10530099179798433, 0.13774106877747655, 0.1734986149135784, 0.2127888058397363, 0.30319605742048883,
+        0.4099331233312945, 0.5352941200427705, 0.6794278966121189, 0.8394780473741984, 1.0128372247051722,
+        1.1958996524092338, 1.3873898263387294, 1.5843312243675307, 1.783903579272735, 2.287801729930226,
+        2.7944880466591697, 3.296665190261531, 3.7944880466591697, 4.2878017299302265, 4.779596491257824,
+        5.269512944217916, 5.7558748556724915, 6.2405492482825995, 6.725094521081469, 7.209515014542631,
+        7.691081492122969, 8.173186268412275, 8.653212513775344, 9.133538908370218, 9.611723308007342,
+        10.089905111439398, 10.568201724066995, 11.045322978786658, 11.521138083704036, 11.997386384397313,
+        12.472756449317213, 12.947923619831727, 13.423245873936809, 13.89707700320942, 14.371067862271737,
+        14.845098040014257, 15.320146286111054, 15.79309160017658, 16.267171728403014, 17.2148438480477,
+        18.161368002234976, 19.110589710299248, 20.060697840353612, 21.012837224705173, 21.96284268120124,
+        22.915927211697117, 25.305351369446623,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Si28_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 2.1714669808675565e-06, 7.121845527843468e-05, 0.0005624812393818786, 0.002223099674110693,
+        0.0059171580771474625, 0.01228240711882553, 0.021577095617092278, 0.03370716078346824, 0.06502557053071237,
+        0.10275227725738852, 0.14387160800291654, 0.18660350439861528, 0.2302807913268337, 0.3222192947339193,
+        0.42324587393680785, 0.541579243946581, 0.6839471307515121, 0.8518696007297664, 1.0413926851582251,
+        1.250420002308894, 1.4727564493172123, 1.7024305364455252, 1.9375178920173466, 2.5314789170422554,
+        3.12057393120585, 3.7024305364455254, 4.271841606536499, 4.834420703681532, 5.389166084364533,
+        5.937517892017347, 6.481442628502305, 7.021189299069938, 7.557507201905658, 8.089905111439398,
+        8.622214022966295, 9.14921911265538, 9.675778341674086, 10.198657086954423, 10.721810615212547,
+        11.2405492482826, 11.75966784468963, 12.276461804173245, 12.791690649020119, 13.305351369446624,
+        13.818225893613956, 14.330413773349191, 14.840733234611807, 15.350248018334163, 15.859138297294532,
+        16.367355921026018, 16.8750612633917, 17.38201704257487, 17.88874096068289, 18.90036712865647,
+        19.911157608739977, 20.92116605063774, 21.9304395947667, 22.93951925261862, 23.948901760970212,
+        24.958563883221967, 27.48572142648158,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real P31_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        4.342942647204277e-07, 4.820401221806151e-05, 0.0005624812393818786, 0.002468018295084159, 0.006670091319158333,
+        0.013688955408210907, 0.023674199668938998, 0.0365510506801258, 0.05215275629691827, 0.09085986215557587,
+        0.13887811232360858, 0.19608052467040615, 0.2628929908553992, 0.33982852740425823, 0.5237464668115644,
+        0.7419390777291989, 0.9827233876685454, 1.235528446907549, 1.4899584794248346, 1.7442929831226763,
+        1.9960736544852753, 2.24551266781415, 2.4913616938342726, 2.733999286538387, 3.330413773349191,
+        3.9132839017604186, 4.48572142648158, 5.049218022670182, 5.608526033577194, 6.164352855784437,
+        6.714329759745233, 7.264817823009537, 7.812913356642856, 8.359835482339887, 8.90687353472207,
+        9.453318340047037, 9.997823080745725, 10.54282542695918, 11.086359830674748, 11.629409599102718,
+        12.170261715394957, 12.712649701627212, 13.255272505103306, 13.79448804665917, 14.334453751150932,
+        14.874481817699467, 15.414973347970818, 15.953276336667304, 16.492760389026838, 17.02938377768521,
+        17.570542939881896, 18.10720996964787, 18.64738297011462, 19.187520720836464, 20.264817823009537,
+        21.342422680822207, 22.42160392686983, 23.503790683057183, 24.5854607295085, 25.66931688056611,
+        26.75511226639507, 29.477121254719663,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real S32_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 5.211502513843472e-06, 6.948155872801058e-05, 0.0003893875360542875,
+        0.001336870159627728, 0.003378232401258555, 0.00696337755678715, 0.012456734172197398, 0.030114157908450765,
+        0.05748428585387722, 0.0950053699501746, 0.14295136988131382, 0.20165707691270435, 0.3521825181113625,
+        0.5502283530550941, 0.787460474518415, 1.0569048513364727, 1.3404441148401183, 1.631443769013172,
+        1.92272545799326, 2.2121876044039577, 2.4955443375464483, 2.7737864449811935, 3.44870631990508,
+        4.096910013008056, 4.726727209026572, 5.3404441148401185, 5.944975908412048, 6.541579243946581,
+        7.133538908370218, 7.720985744153739, 8.305351369446624, 8.888740960682894, 9.469822015978163,
+        10.049218022670182, 10.628388930050312, 11.20682587603185, 11.78175537465247, 12.356025857193123,
+        12.9304395947667, 13.502427119984432, 14.075546961392531, 14.645422269349092, 15.214843848047698,
+        15.783903579272735, 16.352182518111363, 16.920123326290724, 17.487138375477187, 18.053078443483418,
+        18.621176281775035, 19.187520720836464, 19.753583058892907, 20.318063334962762, 21.450249108319362,
+        22.580924975675618, 23.71264970162721, 24.84385542262316, 25.976808337338067, 27.110589710299248,
+        28.24551266781415, 31.08635983067475,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Cl35_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 1.8239985202970884e-05, 0.00020710907627919203, 0.0009431313908907785, 0.002698987769012708,
+        0.005906875936599731, 0.010907713111778477, 0.017957319425972694, 0.02725376696259042, 0.0532486689285615,
+        0.09021853774459236, 0.13964204799692437, 0.20296975189964023, 0.28111453407611076, 0.48000694295715063,
+        0.7234556720351858, 0.9934362304976118, 1.2741578492636798, 1.5587085705331658, 1.841984804590114,
+        2.123851640967086, 2.401400540781544, 2.678518379040114, 2.951823035315912, 3.6263403673750423,
+        4.2878017299302265, 4.942008053022313, 5.588831725594208, 6.230448921378274, 6.870988813760575,
+        7.509202522331103, 8.146128035678238, 8.781036938621131, 9.414973347970818, 10.049218022670182,
+        10.681241237375588, 11.313867220369154, 11.943988875073773, 12.574031267727719, 13.204119982655925,
+        13.831229693867064, 14.457881896733992, 15.086359830674748, 15.710963118995275, 16.33645973384853,
+        16.96189547366785, 17.586587304671756, 18.212187604403958, 18.835056101720117, 19.45939248775923,
+        20.08278537031645, 20.705863712283918, 21.330413773349193, 21.95375969173323, 23.20139712432045,
+        24.450249108319362, 25.699837725867248, 26.950364854376122, 28.20139712432045, 29.456366033129044,
+        30.71264970162721, 33.862131379313034,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Ar36_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 4.342942647204277e-07, 2.3451268844214655e-05, 0.00023141729162330256, 0.0010622869460975197,
+        0.0031540913067783544, 0.007135153007315867, 0.013474284663478431, 0.02245187936733961, 0.048771089883939175,
+        0.08643600351808535, 0.13560900039779808, 0.1965840257248699, 0.2696980636423851, 0.45331834004703764,
+        0.6848453616444125, 0.9585638832219674, 1.2624510897304295, 1.5809249756756194, 1.9057958803678685,
+        2.230448921378274, 2.550228353055094, 2.8662873390841948, 3.1760912590556813, 3.929418925714293,
+        4.657055852857104, 5.365487984890899, 6.060697840353612, 6.746634198937579, 7.426511261364575,
+        8.100370545117563, 8.773054693364262, 9.442479769064448, 10.11058971029925, 10.77451696572855,
+        11.437750562820389, 12.100370545117563, 12.758911892397974, 13.41664050733828, 14.071882007306126,
+        14.727541257028557, 15.38201704257487, 16.03342375548695, 16.684845361644413, 17.33445375115093,
+        17.983626287124533, 18.63144376901317, 19.27875360095283, 19.925827574624744, 20.57170883180869,
+        21.217483944213907, 21.863322860120455, 22.50785587169583, 23.152288344383056, 24.440909082065218,
+        25.72916478969277, 27.01703333929878, 28.305351369446623, 29.595496221825574, 30.885926339801433,
+        32.17897694729317, 35.41329976408125,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real K39_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 3.908632748276029e-06, 3.4307908925770636e-05,
+        0.000162829902014903, 0.0005394928156396339, 0.0014074368520356395, 0.0031075244141559894, 0.010846721573671135,
+        0.028297088943748085, 0.060956829214686044, 0.11414775667614005, 0.1912997955319451, 0.4132997640812518,
+        0.7015679850559274, 1.0170333392987805, 1.3384564936046048, 1.6599162000698502, 1.9772662124272926,
+        2.292256071356476, 2.6020599913279625, 2.910090545594068, 3.214843848047698, 3.9684829485539352,
+        4.710963118995275, 5.444044795918076, 6.173186268412274, 6.897627091290442, 7.619093330626743,
+        8.338456493604605, 9.056904851336473, 9.771587480881255, 10.48572142648158, 11.198657086954423,
+        11.907948521612273, 12.6170003411209, 13.324282455297693, 14.02938377768521, 14.733999286538387,
+        15.437750562820389, 16.139879086401237, 16.8394780473742, 17.539076098792776, 18.238046103128795,
+        18.936513742478894, 19.633468455579585, 20.330413773349193, 21.02530586526477, 21.723455672035186,
+        22.418301291319747, 23.113943352306837, 23.809559714635267, 24.505149978319906, 25.89542254603941,
+        27.285557309007775, 28.678518379040113, 30.071882007306126, 31.465382851448418, 32.860936620700095,
+        34.25767857486918, 37.761927838420526,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Ca40_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 3.4743419578801875e-06,
+        2.605688721537332e-05, 0.00012419046343446514, 0.0004254001802063995, 0.0011532564515138494, 0.005324252203746658,
+        0.016451245325404366, 0.03938040551055626, 0.0790998081972309, 0.13972800117379408, 0.33041377334919086,
+        0.6063813651106049, 0.9385197251764918, 1.2988530764097066, 1.6693168805661123, 2.037426497940624,
+        2.403120521175818, 2.761927838420529, 3.113943352306837, 3.459392487759231, 4.301029995663981,
+        5.117271295655764, 5.9148718175400505, 6.701567985055927, 7.478566495593843, 8.250420002308894,
+        9.01703333929878, 9.781036938621131, 10.540329474790873, 11.296665190261532, 12.049218022670182,
+        12.801403710017356, 13.549003262025789, 14.294466226161592, 15.037426497940624, 15.779596491257825,
+        16.518513939877888, 17.255272505103306, 17.99211148778695, 18.72591163229505, 19.45939248775923,
+        20.19033169817029, 20.920645001406786, 21.650307523131936, 22.378397900948137, 23.10720996964787,
+        23.832508912706235, 24.558708570533167, 25.285557309007775, 26.008600171761916, 27.45939248775923,
+        28.907948521612273, 30.356025857193124, 31.804820678721164, 33.25285303097989, 34.704150516839796,
+        36.15533603746506, 39.78816837114117,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Sc43_pf_array[npts_1] = {
+        0.0, 1.737174453219938e-06, 3.213660262116793e-05, 0.0006088881229004689, 0.002639422351216832,
+        0.006348788305828209, 0.011375876688411649, 0.017242084547645732, 0.02355944464942603, 0.03006796257543875,
+        0.03661053325876141, 0.06810122175372876, 0.09804672309111767, 0.12848424511267922, 0.16058766813472455,
+        0.1946644458530261, 0.23055748142930874, 0.2679262754358927, 0.3064134462100847, 0.3856843680943845,
+        0.4672642331672854, 0.5514418243762168, 0.6393550853495756, 0.732465412501299, 0.9380190974762103,
+        1.1760912590556813, 1.4456042032735976, 1.7371926427047373, 2.0453229787866576, 2.359835482339888,
+        2.678518379040114, 3.0, 3.322219294733919, 3.6424645202421213, 4.439332693830263,
+        5.230448921378274, 6.017033339298781, 6.8020892578817325, 7.585460729508501, 8.36735592102602,
+        9.14921911265538, 9.929418925714293, 10.710117365111817, 11.489958479424836, 12.267171728403014,
+        13.045322978786658, 13.822168079368018, 14.597695185925513, 15.371067862271737, 16.146128035678238,
+        16.916453948549925, 17.687528961214635, 18.457881896733994, 19.227886704613674, 19.99694924849538,
+        20.76492298464989, 21.532754378992497, 22.30102999566398, 23.068185861746162, 23.835690571492425,
+        24.602059991327963, 25.369215857410143, 26.136720567156406, 26.903632516084237, 28.439332693830263,
+        29.97497199429807, 31.511883360978874, 33.05307844348342, 34.59217675739587, 36.13672056715641,
+        37.682145076373835, 41.55870857053316,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Ti44_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 4.342942647204277e-07, 1.737174453219938e-06,
+        7.382943437485088e-06, 0.0004987179011085028, 0.004043078170724821, 0.014135215027787822, 0.032426549056877405,
+        0.058561151016688254, 0.09131586357749837, 0.1294359425571275, 0.17190802974603506, 0.2667731684215763,
+        0.37035022176288673, 0.47788465213962983, 0.5860935485551829, 0.693748838923791, 0.9116901587538612,
+        1.1522883443830565, 1.4409090820652177, 1.7788744720027396, 2.1522883443830567, 2.5415792439465807,
+        2.9334872878487053, 3.322219294733919, 3.7041505168397992, 4.079181246047625, 4.996073654485276,
+        5.885361220031512, 6.757396028793024, 7.619093330626743, 8.472756449317213, 9.32221929473392,
+        10.167317334748176, 11.008600171761918, 11.85003325768977, 12.687528961214634, 13.52244423350632,
+        14.354108439147401, 15.1846914308176, 16.012837224705173, 16.836956737059552, 17.65991620006985,
+        18.481442628502304, 19.298853076409706, 20.117271295655765, 20.9329808219232, 21.746634198937578,
+        22.559906625036113, 23.371067862271737, 24.181843587944773, 24.991226075692495, 25.799340549453582,
+        26.60745502321467, 27.414973347970818, 28.220108088040057, 29.02530586526477, 30.63748972951251,
+        32.247973266361804, 33.8561244442423, 35.46538285144842, 37.07554696139253, 38.68484536164441,
+        40.29666519026153, 44.33041377334919,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real V47_pf_array[npts_1] = {
+        2.518834949526704e-05, 0.0007584840322833456, 0.004226764680268442, 0.024475815916759104, 0.05998274311239668,
+        0.1028026649155908, 0.14672973694476377, 0.18852098344730983, 0.22688178294786615, 0.2615226538586488,
+        0.29260868165003595, 0.40714096450521564, 0.48021742410342627, 0.5329079468954852, 0.5750746363992424,
+        0.6115960803783954, 0.6450760714077263, 0.6770396273057074, 0.708482088001612, 0.7725618227871047,
+        0.8417322779915452, 0.9194240819892174, 1.0083997539725875, 1.110602503281611, 1.3560258571931227,
+        1.651278013998144, 1.9813655090785445, 2.330413773349191, 2.6884198220027105, 3.0492180226701815,
+        3.41161970596323, 3.7708520116421442, 4.127104798364807, 4.484299839346786, 5.365487984890899,
+        6.238046103128795, 7.103803720955957, 7.967547976218862, 8.830588668685145, 9.69460519893357,
+        10.557507201905658, 11.421603926869832, 12.285557309007775, 13.146128035678238, 14.008600171761918,
+        14.869231719730976, 15.728353782021228, 16.586587304671756, 17.442479769064448, 18.298853076409706,
+        19.152288344383056, 20.00432137378264, 20.85793526471943, 21.70926996097583, 22.559906625036113,
+        23.409933123331296, 24.260071387985075, 25.10720996964787, 25.956648579205204, 26.804820678721164,
+        27.652246341003323, 28.50105926221775, 29.34830486304816, 30.195899652409235, 31.891537457672566,
+        33.588831725594204, 35.28555730900777, 36.985875357308394, 38.68752896121463, 40.39093510710338,
+        42.096910013008056, 46.372912002970104,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Cr48_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 8.685880952436748e-07, 8.251516766996927e-06, 3.951899976600419e-05, 0.00013330794422173613,
+        0.00035120219371925006, 0.006401856055765156, 0.02685304570895992, 0.0621531182513584, 0.10696594975266843,
+        0.15598699109465683, 0.205815844445829, 0.25471214514215257, 0.30198352738731143, 0.39152612205819926,
+        0.4764059620390526, 0.5602400543128645, 0.6474755901642433, 0.7433846322638775, 0.983175072037813,
+        1.3096301674258988, 1.7067177823367587, 2.1398790864012365, 2.5774917998372255, 3.012837224705172,
+        3.437750562820388, 3.854913022307856, 4.264817823009537, 4.666517980554881, 5.648360010980932,
+        6.606381365110605, 7.550228353055094, 8.484299839346786, 9.414973347970818, 10.340444114840118,
+        11.264817823009537, 12.1846914308176, 13.103803720955957, 14.021189299069938, 14.935003151453655,
+        15.846337112129806, 16.75511226639507, 17.66181268553726, 18.565847818673518, 19.468347330412158,
+        20.369215857410143, 21.267171728403014, 22.161368002234976, 23.056904851336473, 23.94939000664491,
+        24.840733234611807, 25.73078227566639, 26.619093330626743, 27.50785587169583, 28.394451680826215,
+        29.281033367247726, 30.164352855784436, 31.049218022670182, 31.934498451243567, 33.70156798505593,
+        35.46834733041216, 37.23299611039216, 38.99913054128737, 40.764922984649886, 42.5327543789925,
+        44.30102999566398, 48.727541257028555,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Mn51_pf_array[npts_1] = {
+        0.0, 0.0, 4.342942647204277e-07, 6.0362737871404116e-05, 0.0005954436481690332,
+        0.002352703452491265, 0.0058636025937444025, 0.011219737158250307, 0.018191443590229183, 0.02640577650122878,
+        0.035473365577059296, 0.08393991903492294, 0.12694077261184436, 0.1626799839654217, 0.19356340377635362,
+        0.22185561141496235, 0.24912127857304392, 0.27638918590325057, 0.30436276263857276, 0.36442247019537943,
+        0.4326074417788097, 0.5117005179251304, 0.6041057952026397, 0.7115562776994953, 0.9717395908877783,
+        1.287801729930226, 1.640481436970422, 2.0170333392987803, 2.403120521175818, 2.7944880466591697,
+        3.1903316981702914, 3.5854607295085006, 3.9827233876685453, 4.380211241711606, 5.372912002970106,
+        6.363611979892144, 7.354108439147401, 8.342422680822207, 9.328379603438737, 10.311753861055754,
+        11.292256071356476, 12.269512944217917, 13.24551266781415, 14.214843848047698, 15.1846914308176,
+        16.14921911265538, 17.110589710299248, 18.071882007306126, 19.02938377768521, 19.985426474083003,
+        20.93851972517649, 21.88986172125819, 22.8394780473742, 23.787460474518415, 24.73399928653839,
+        25.67942789661212, 26.6232492903979, 27.56702636615906, 28.509202522331105, 29.45178643552429,
+        30.392696953259666, 31.33445375115093, 32.27415784926368, 33.2148438480477, 35.093421685162234,
+        36.97451169273733, 38.8555191556678, 40.737192642704734, 42.620136054973756, 44.505149978319906,
+        46.392696953259666, 51.12057393120585,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Fe52_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 1.737174453219938e-06, 9.554373504133797e-06, 3.778197643341552e-05,
+        0.00011333607006293107, 0.0030242952161453874, 0.015422212189991185, 0.040215337130588114, 0.07478865660777632,
+        0.11488541698288197, 0.15714990338033966, 0.19960737134331175, 0.24132628928072955, 0.3217032118192907,
+        0.39933965344635436, 0.4778337814344742, 0.5623989859221217, 0.6594581913549248, 0.9153998352122699,
+        1.2695129442179163, 1.6910814921229684, 2.143014800254095, 2.6009728956867484, 3.0569048513364727,
+        3.503790683057181, 3.946452265013073, 4.383815365980431, 4.818225893613955, 5.888740960682893,
+        6.944482672150169, 7.9898945637187735, 9.02938377768521, 10.060697840353612, 11.086359830674748,
+        12.11058971029925, 13.127104798364808, 14.139879086401237, 15.14921911265538, 16.152288344383056,
+        17.152288344383056, 18.14921911265538, 19.143014800254097, 20.133538908370216, 21.12057393120585,
+        22.103803720955955, 23.08635983067475, 24.06445798922692, 25.041392685158225, 26.01703333929878,
+        26.989449817666692, 27.960946195733833, 28.930949031167522, 29.899273187317604, 30.8668778143375,
+        31.833784374656478, 32.79934054945358, 33.76417613239033, 34.72835378202123, 36.655138434811384,
+        38.58092497567562, 40.505149978319906, 42.42975228000241, 44.3541084391474, 46.28103336724773,
+        48.20682587603185, 53.02938377768521,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Co55_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 8.685880952436748e-07, 1.4331481434642371e-05, 9.336327741651444e-05,
+        0.0003811432576949256, 0.0011510907323373071, 0.0028275866787247843, 0.0059861278100218065, 0.019727612600003868,
+        0.049238961363648255, 0.10167663281566902, 0.18228879723157643, 0.29243817096179087, 0.5865873046717549,
+        0.9449759084120479, 1.3324384599156054, 1.7363965022766426, 2.14921911265538, 2.56702636615906,
+        2.991226075692495, 3.419955748489758, 3.851869600729766, 4.2878017299302265, 5.382017042574868,
+        6.482873583608754, 7.5820633629117085, 8.677606952720494, 9.767155866082181, 10.85003325768977,
+        11.927370363039024, 12.998695158311655, 14.064457989226918, 15.127104798364808, 16.181843587944773,
+        17.232996110392154, 18.281033367247726, 19.32428245529769, 20.3654879848909, 21.401400540781545,
+        22.436162647040756, 23.468347330412158, 24.4983105537896, 25.525044807036846, 26.550228353055093,
+        27.57403126772772, 28.59659709562646, 29.6170003411209, 30.636487896353366, 31.65609820201283,
+        32.673941998634085, 33.69108149212297, 34.70757017609794, 35.72427586960079, 37.755874855672495,
+        39.786751422145564, 41.818225893613956, 43.850033257689766, 45.88309335857569, 47.91750550955255,
+        49.954242509439325, 55.056904851336476,
+    };
+
+    // this is log10(partition function)
+
+    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Ni56_pf_array[npts_1] = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 4.342942647204277e-07, 7.817230319428648e-06, 6.42708273977769e-05,
+        0.0002904458650804842, 0.0009123622824012838, 0.002249887625802649, 0.004694448751887299, 0.014735532704563183,
+        0.03529042138996706, 0.07190703372466718, 0.13162956968664008, 0.22190042758492473, 0.5092025223311029,
+        0.9132839017604184, 1.374748346010104, 1.8555191556678001, 2.3404441148401185, 2.8221680793680175,
+        3.303196057420489, 3.783903579272735, 4.26245108973043, 4.7419390777291985, 5.9344984512435675,
+        7.117271295655764, 8.292256071356476, 9.456366033129044, 10.608526033577194, 11.750508394851346,
+        12.88309335857569, 14.008600171761918, 15.123851640967086, 16.232996110392154, 17.33645973384853,
+        18.432969290874407, 19.525044807036846, 20.612783856719737, 21.695481676490196, 22.773786444981194,
+        23.8481891169914, 24.919078092376076, 25.987219229908003, 27.05307844348342, 28.113943352306837,
+        29.17609125905568, 30.232996110392154, 31.287801729930226, 32.3424226808222, 33.39619934709574,
+        34.44715803134222, 35.49692964807321, 36.54530711646582, 37.594392550375424, 39.68752896121463,
+        41.77959649125783, 43.86981820797933, 45.959518376973, 48.04921802267018, 50.13987908640124,
+        52.230448921378276, 57.462397997898954,
+    };
+
 
 
     // interpolation routine
@@ -86,6 +569,98 @@ void get_partition_function(const int inuc, [[maybe_unused]] const tf_t& tfactor
 
     switch (inuc) {
 
+    case O16:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::O16_pf_array, pf, dpf_dT);
+        break;
+
+    case F18:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::F18_pf_array, pf, dpf_dT);
+        break;
+
+    case Ne20:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Ne20_pf_array, pf, dpf_dT);
+        break;
+
+    case Ne21:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Ne21_pf_array, pf, dpf_dT);
+        break;
+
+    case Na22:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Na22_pf_array, pf, dpf_dT);
+        break;
+
+    case Na23:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Na23_pf_array, pf, dpf_dT);
+        break;
+
+    case Mg24:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Mg24_pf_array, pf, dpf_dT);
+        break;
+
+    case Al27:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Al27_pf_array, pf, dpf_dT);
+        break;
+
+    case Si28:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Si28_pf_array, pf, dpf_dT);
+        break;
+
+    case P31:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::P31_pf_array, pf, dpf_dT);
+        break;
+
+    case S32:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::S32_pf_array, pf, dpf_dT);
+        break;
+
+    case Cl35:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Cl35_pf_array, pf, dpf_dT);
+        break;
+
+    case Ar36:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Ar36_pf_array, pf, dpf_dT);
+        break;
+
+    case K39:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::K39_pf_array, pf, dpf_dT);
+        break;
+
+    case Ca40:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Ca40_pf_array, pf, dpf_dT);
+        break;
+
+    case Sc43:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Sc43_pf_array, pf, dpf_dT);
+        break;
+
+    case Ti44:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Ti44_pf_array, pf, dpf_dT);
+        break;
+
+    case V47:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::V47_pf_array, pf, dpf_dT);
+        break;
+
+    case Cr48:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Cr48_pf_array, pf, dpf_dT);
+        break;
+
+    case Mn51:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Mn51_pf_array, pf, dpf_dT);
+        break;
+
+    case Fe52:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Fe52_pf_array, pf, dpf_dT);
+        break;
+
+    case Co55:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Co55_pf_array, pf, dpf_dT);
+        break;
+
+    case Ni56:
+        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Ni56_pf_array, pf, dpf_dT);
+        break;
+
 
     default:
 
diff --git a/networks/subch_simple/reaclib_rates.H b/networks/subch_simple/reaclib_rates.H
index 4b7b3ec389..ba47fa938f 100644
--- a/networks/subch_simple/reaclib_rates.H
+++ b/networks/subch_simple/reaclib_rates.H
@@ -25,9 +25,9 @@ struct rate_derivs_t {
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_N13_to_p_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_C12_to_N13(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // N13 --> p + C12
+    // C12 + p --> N13
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -36,13 +36,13 @@ void rate_N13_to_p_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // ls09r
-    ln_set_rate =  40.4354 + -26.326 * tfactors.T9i + -5.10735 * tfactors.T913i + -2.24111 * tfactors.T913
-                         + 0.148883 * tfactors.T9;
+    // ls09n
+    ln_set_rate =  17.1482 + -13.692 * tfactors.T913i + -0.230881 * tfactors.T913
+                         + 4.44362 * tfactors.T9 + -3.15898 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  26.326 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -5.10735 * tfactors.T943i + (1.0/3.0) * -2.24111 * tfactors.T923i
-                                  + 0.148883;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -13.692 * tfactors.T943i + (1.0/3.0) * -0.230881 * tfactors.T923i
+                                  + 4.44362 + (5.0/3.0) * -3.15898 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -53,13 +53,13 @@ void rate_N13_to_p_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // ls09n
-    ln_set_rate =  40.0408 + -22.5475 * tfactors.T9i + -13.692 * tfactors.T913i + -0.230881 * tfactors.T913
-                         + 4.44362 * tfactors.T9 + -3.15898 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    // ls09r
+    ln_set_rate =  17.5428 + -3.77849 * tfactors.T9i + -5.10735 * tfactors.T913i + -2.24111 * tfactors.T913
+                         + 0.148883 * tfactors.T9 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  22.5475 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -13.692 * tfactors.T943i + (1.0/3.0) * -0.230881 * tfactors.T923i
-                                  + 4.44362 + (5.0/3.0) * -3.15898 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  3.77849 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -5.10735 * tfactors.T943i + (1.0/3.0) * -2.24111 * tfactors.T923i
+                                  + 0.148883 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -74,9 +74,9 @@ void rate_N13_to_p_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_O16_to_He4_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_C12_to_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // O16 --> He4 + C12
+    // C12 + He4 --> O16
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -86,12 +86,12 @@ void rate_O16_to_He4_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
     amrex::Real set_rate{0.0};
 
     // nac2 
-    ln_set_rate =  279.295 + -84.9515 * tfactors.T9i + 103.411 * tfactors.T913i + -420.567 * tfactors.T913
-                         + 64.0874 * tfactors.T9 + -12.4624 * tfactors.T953 + 138.803 * tfactors.lnT9;
+    ln_set_rate =  254.634 + -1.84097 * tfactors.T9i + 103.411 * tfactors.T913i + -420.567 * tfactors.T913
+                         + 64.0874 * tfactors.T9 + -12.4624 * tfactors.T953 + 137.303 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  84.9515 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 103.411 * tfactors.T943i + (1.0/3.0) * -420.567 * tfactors.T923i
-                                  + 64.0874 + (5.0/3.0) * -12.4624 * tfactors.T923 + 138.803 * tfactors.T9i;
+        dln_set_rate_dT9 =  1.84097 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 103.411 * tfactors.T943i + (1.0/3.0) * -420.567 * tfactors.T923i
+                                  + 64.0874 + (5.0/3.0) * -12.4624 * tfactors.T923 + 137.303 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -103,12 +103,12 @@ void rate_O16_to_He4_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
     }
 
     // nac2 
-    ln_set_rate =  94.3131 + -84.503 * tfactors.T9i + 58.9128 * tfactors.T913i + -148.273 * tfactors.T913
-                         + 9.08324 * tfactors.T9 + -0.541041 * tfactors.T953 + 71.8554 * tfactors.lnT9;
+    ln_set_rate =  69.6526 + -1.39254 * tfactors.T9i + 58.9128 * tfactors.T913i + -148.273 * tfactors.T913
+                         + 9.08324 * tfactors.T9 + -0.541041 * tfactors.T953 + 70.3554 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  84.503 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 58.9128 * tfactors.T943i + (1.0/3.0) * -148.273 * tfactors.T923i
-                                  + 9.08324 + (5.0/3.0) * -0.541041 * tfactors.T923 + 71.8554 * tfactors.T9i;
+        dln_set_rate_dT9 =  1.39254 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 58.9128 * tfactors.T943i + (1.0/3.0) * -148.273 * tfactors.T923i
+                                  + 9.08324 + (5.0/3.0) * -0.541041 * tfactors.T923 + 70.3554 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -123,9 +123,9 @@ void rate_O16_to_He4_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_F18_to_He4_N14(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_N14_to_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // F18 --> He4 + N14
+    // N14 + He4 --> F18
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -135,12 +135,12 @@ void rate_F18_to_He4_N14(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
     amrex::Real set_rate{0.0};
 
     // il10n
-    ln_set_rate =  46.249 + -51.2292 * tfactors.T9i + -36.2504 * tfactors.T913i
-                         + -5.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    ln_set_rate =  21.5339 + -36.2504 * tfactors.T913i
+                         + -5.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  51.2292 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -36.2504 * tfactors.T943i
-                                  + (5.0/3.0) * -5.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -36.2504 * tfactors.T943i
+                                  + (5.0/3.0) * -5.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -152,10 +152,12 @@ void rate_F18_to_He4_N14(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
     }
 
     // il10r
-    ln_set_rate =  38.6146 + -62.1948 * tfactors.T9i + -5.6227 * tfactors.T913i;
+    ln_set_rate =  13.8995 + -10.9656 * tfactors.T9i + -5.6227 * tfactors.T913i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  62.1948 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -5.6227 * tfactors.T943i;
+        dln_set_rate_dT9 =  10.9656 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -5.6227 * tfactors.T943i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -167,10 +169,12 @@ void rate_F18_to_He4_N14(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
     }
 
     // il10r
-    ln_set_rate =  24.9119 + -56.3896 * tfactors.T9i;
+    ln_set_rate =  0.196838 + -5.16034 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  56.3896 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  5.16034 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -185,9 +189,9 @@ void rate_F18_to_He4_N14(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ne20_to_He4_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_O16_to_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Ne20 --> He4 + O16
+    // O16 + He4 --> Ne20
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -197,12 +201,12 @@ void rate_Ne20_to_He4_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real set_rate{0.0};
 
     // co10r
-    ln_set_rate =  34.2658 + -67.6518 * tfactors.T9i + -3.65925 * tfactors.T913
-                         + 0.714224 * tfactors.T9 + -0.00107508 * tfactors.T953;
+    ln_set_rate =  9.50848 + -12.7643 * tfactors.T9i + -3.65925 * tfactors.T913
+                         + 0.714224 * tfactors.T9 + -0.00107508 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  67.6518 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -3.65925 * tfactors.T923i
-                                  + 0.714224 + (5.0/3.0) * -0.00107508 * tfactors.T923;
+        dln_set_rate_dT9 =  12.7643 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -3.65925 * tfactors.T923i
+                                  + 0.714224 + (5.0/3.0) * -0.00107508 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -214,10 +218,12 @@ void rate_Ne20_to_He4_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     }
 
     // co10r
-    ln_set_rate =  28.6431 + -65.246 * tfactors.T9i;
+    ln_set_rate =  3.88571 + -10.3585 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  65.246 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  10.3585 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -229,12 +235,12 @@ void rate_Ne20_to_He4_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     }
 
     // co10n
-    ln_set_rate =  48.6604 + -54.8875 * tfactors.T9i + -39.7262 * tfactors.T913i + -0.210799 * tfactors.T913
-                         + 0.442879 * tfactors.T9 + -0.0797753 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    ln_set_rate =  23.903 + -39.7262 * tfactors.T913i + -0.210799 * tfactors.T913
+                         + 0.442879 * tfactors.T9 + -0.0797753 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  54.8875 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -39.7262 * tfactors.T943i + (1.0/3.0) * -0.210799 * tfactors.T923i
-                                  + 0.442879 + (5.0/3.0) * -0.0797753 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -39.7262 * tfactors.T943i + (1.0/3.0) * -0.210799 * tfactors.T923i
+                                  + 0.442879 + (5.0/3.0) * -0.0797753 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -249,9 +255,9 @@ void rate_Ne20_to_He4_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Na22_to_p_Ne21(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_F18_to_Na22(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Na22 --> p + Ne21
+    // F18 + He4 --> Na22
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -260,60 +266,13 @@ void rate_Na22_to_p_Ne21(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10r
-    ln_set_rate =  -16.4098 + -82.4235 * tfactors.T9i + 21.1176 * tfactors.T913i + 34.0411 * tfactors.T913
-                         + -4.45593 * tfactors.T9 + 0.328613 * tfactors.T953;
-
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  82.4235 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.1176 * tfactors.T943i + (1.0/3.0) * 34.0411 * tfactors.T923i
-                                  + -4.45593 + (5.0/3.0) * 0.328613 * tfactors.T923;
-    }
-
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
-
-    // il10r
-    ln_set_rate =  24.8334 + -79.6093 * tfactors.T9i;
-
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  79.6093 * tfactors.T9i * tfactors.T9i;
-    }
-
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
-
-    // il10r
-    ln_set_rate =  -24.579 + -78.4059 * tfactors.T9i;
-
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  78.4059 * tfactors.T9i * tfactors.T9i;
-    }
-
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
-
-    // il10n
-    ln_set_rate =  42.146 + -78.2097 * tfactors.T9i + -19.2096 * tfactors.T913i
-                         + -1.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    // rpsmr
+    ln_set_rate =  35.3786 + -1.82957 * tfactors.T9i + 18.8956 * tfactors.T913i + -65.6134 * tfactors.T913
+                         + 1.71114 * tfactors.T9 + -0.0260999 * tfactors.T953 + 37.8396 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  78.2097 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -19.2096 * tfactors.T943i
-                                  + (5.0/3.0) * -1.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  1.82957 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 18.8956 * tfactors.T943i + (1.0/3.0) * -65.6134 * tfactors.T923i
+                                  + 1.71114 + (5.0/3.0) * -0.0260999 * tfactors.T923 + 37.8396 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -328,9 +287,9 @@ void rate_Na22_to_p_Ne21(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Na22_to_He4_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_Ne20_to_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Na22 --> He4 + F18
+    // Ne20 + He4 --> Mg24
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -339,13 +298,13 @@ void rate_Na22_to_He4_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // rpsmr
-    ln_set_rate =  59.3224 + -100.236 * tfactors.T9i + 18.8956 * tfactors.T913i + -65.6134 * tfactors.T913
-                         + 1.71114 * tfactors.T9 + -0.0260999 * tfactors.T953 + 39.3396 * tfactors.lnT9;
+    // il10r
+    ln_set_rate =  -38.7055 + -2.50605 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  100.236 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 18.8956 * tfactors.T943i + (1.0/3.0) * -65.6134 * tfactors.T923i
-                                  + 1.71114 + (5.0/3.0) * -0.0260999 * tfactors.T923 + 39.3396 * tfactors.T9i;
+        dln_set_rate_dT9 =  2.50605 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -356,28 +315,13 @@ void rate_Na22_to_He4_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
-
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Mg24_to_p_Na23(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    // Mg24 --> p + Na23
-
-    rate = 0.0;
-    drate_dT = 0.0;
-
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
-
-    // il10r
-    ln_set_rate =  34.0876 + -138.968 * tfactors.T9i + -0.360588 * tfactors.T913
-                         + 1.4187 * tfactors.T9 + -0.184061 * tfactors.T953;
+    // il10n
+    ln_set_rate =  24.5058 + -46.2525 * tfactors.T913i + 5.58901 * tfactors.T913
+                         + 7.61843 * tfactors.T9 + -3.683 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  138.968 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -0.360588 * tfactors.T923i
-                                  + 1.4187 + (5.0/3.0) * -0.184061 * tfactors.T923;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -46.2525 * tfactors.T943i + (1.0/3.0) * 5.58901 * tfactors.T923i
+                                  + 7.61843 + (5.0/3.0) * -3.683 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -389,10 +333,12 @@ void rate_Mg24_to_p_Na23(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
     }
 
     // il10r
-    ln_set_rate =  20.0024 + -137.3 * tfactors.T9i;
+    ln_set_rate =  -8.79827 + -12.7809 * tfactors.T9i + 16.9229 * tfactors.T913
+                         + -2.57325 * tfactors.T9 + 0.208997 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  137.3 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  12.7809 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 16.9229 * tfactors.T923i
+                                  + -2.57325 + (5.0/3.0) * 0.208997 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -403,13 +349,13 @@ void rate_Mg24_to_p_Na23(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  43.9357 + -135.688 * tfactors.T9i + -20.6428 * tfactors.T913i + 1.52954 * tfactors.T913
-                         + 2.7487 * tfactors.T9 + -1.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    // il10r
+    ln_set_rate =  1.98307 + -9.22026 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  135.688 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -20.6428 * tfactors.T943i + (1.0/3.0) * 1.52954 * tfactors.T923i
-                                  + 2.7487 + (5.0/3.0) * -1.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  9.22026 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -424,9 +370,9 @@ void rate_Mg24_to_p_Na23(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Mg24_to_He4_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_Ne21_to_Na22(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Mg24 --> He4 + Ne20
+    // Ne21 + p --> Na22
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -435,13 +381,13 @@ void rate_Mg24_to_He4_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10n
-    ln_set_rate =  49.3244 + -108.114 * tfactors.T9i + -46.2525 * tfactors.T913i + 5.58901 * tfactors.T913
-                         + 7.61843 * tfactors.T9 + -3.683 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    // il10r
+    ln_set_rate =  -47.6554 + -0.19618 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  108.114 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -46.2525 * tfactors.T943i + (1.0/3.0) * 5.58901 * tfactors.T923i
-                                  + 7.61843 + (5.0/3.0) * -3.683 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  0.19618 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -452,13 +398,13 @@ void rate_Mg24_to_He4_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  16.0203 + -120.895 * tfactors.T9i + 16.9229 * tfactors.T913
-                         + -2.57325 * tfactors.T9 + 0.208997 * tfactors.T953;
+    // il10n
+    ln_set_rate =  19.0696 + -19.2096 * tfactors.T913i
+                         + -1.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  120.895 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 16.9229 * tfactors.T923i
-                                  + -2.57325 + (5.0/3.0) * 0.208997 * tfactors.T923;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -19.2096 * tfactors.T943i
+                                  + (5.0/3.0) * -1.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -470,10 +416,12 @@ void rate_Mg24_to_He4_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     }
 
     // il10r
-    ln_set_rate =  26.8017 + -117.334 * tfactors.T9i;
+    ln_set_rate =  -39.4862 + -4.21385 * tfactors.T9i + 21.1176 * tfactors.T913i + 34.0411 * tfactors.T913
+                         + -4.45593 * tfactors.T9 + 0.328613 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  117.334 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  4.21385 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.1176 * tfactors.T943i + (1.0/3.0) * 34.0411 * tfactors.T923i
+                                  + -4.45593 + (5.0/3.0) * 0.328613 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -485,10 +433,12 @@ void rate_Mg24_to_He4_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     }
 
     // il10r
-    ln_set_rate =  -13.8869 + -110.62 * tfactors.T9i;
+    ln_set_rate =  1.75704 + -1.39957 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  110.62 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  1.39957 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -503,9 +453,9 @@ void rate_Mg24_to_He4_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Si28_to_p_Al27(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_Na23_to_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Si28 --> p + Al27
+    // Na23 + p --> Mg24
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -514,13 +464,13 @@ void rate_Si28_to_p_Al27(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10r
-    ln_set_rate =  11.7765 + -136.349 * tfactors.T9i + 23.8634 * tfactors.T913
-                         + -3.70135 * tfactors.T9 + 0.28964 * tfactors.T953;
+    // il10n
+    ln_set_rate =  18.9075 + -20.6428 * tfactors.T913i + 1.52954 * tfactors.T913
+                         + 2.7487 * tfactors.T9 + -1.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  136.349 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 23.8634 * tfactors.T923i
-                                  + -3.70135 + (5.0/3.0) * 0.28964 * tfactors.T923;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -20.6428 * tfactors.T943i + (1.0/3.0) * 1.52954 * tfactors.T923i
+                                  + 2.7487 + (5.0/3.0) * -1.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -531,13 +481,13 @@ void rate_Si28_to_p_Al27(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  46.5494 + -134.445 * tfactors.T9i + -23.2205 * tfactors.T913i
-                         + -2.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    // il10r
+    ln_set_rate =  9.0594 + -3.28029 * tfactors.T9i + -0.360588 * tfactors.T913
+                         + 1.4187 * tfactors.T9 + -0.184061 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  134.445 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -23.2205 * tfactors.T943i
-                                  + (5.0/3.0) * -2.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  3.28029 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -0.360588 * tfactors.T923i
+                                  + 1.4187 + (5.0/3.0) * -0.184061 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -549,12 +499,12 @@ void rate_Si28_to_p_Al27(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
     }
 
     // il10r
-    ln_set_rate =  111.466 + -134.832 * tfactors.T9i + -26.8327 * tfactors.T913i + -116.137 * tfactors.T913
-                         + 0.00950567 * tfactors.T9 + 0.00999755 * tfactors.T953;
+    ln_set_rate =  -5.02585 + -1.61219 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  134.832 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -26.8327 * tfactors.T943i + (1.0/3.0) * -116.137 * tfactors.T923i
-                                  + 0.00950567 + (5.0/3.0) * 0.00999755 * tfactors.T923;
+        dln_set_rate_dT9 =  1.61219 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -569,9 +519,9 @@ void rate_Si28_to_p_Al27(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Si28_to_He4_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_Mg24_to_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Si28 --> He4 + Mg24
+    // Mg24 + He4 --> Si28
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -581,10 +531,12 @@ void rate_Si28_to_He4_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real set_rate{0.0};
 
     // st08r
-    ln_set_rate =  32.9006 + -131.488 * tfactors.T9i;
+    ln_set_rate =  -50.5494 + -12.8332 * tfactors.T9i + 21.3721 * tfactors.T913i + 37.7649 * tfactors.T913
+                         + -4.10635 * tfactors.T9 + 0.249618 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  131.488 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  12.8332 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.3721 * tfactors.T943i + (1.0/3.0) * 37.7649 * tfactors.T923i
+                                  + -4.10635 + (5.0/3.0) * 0.249618 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -596,12 +548,12 @@ void rate_Si28_to_He4_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     }
 
     // st08r
-    ln_set_rate =  -25.6886 + -128.693 * tfactors.T9i + 21.3721 * tfactors.T913i + 37.7649 * tfactors.T913
-                         + -4.10635 * tfactors.T9 + 0.249618 * tfactors.T953;
+    ln_set_rate =  8.03977 + -15.629 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  128.693 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.3721 * tfactors.T943i + (1.0/3.0) * 37.7649 * tfactors.T923i
-                                  + -4.10635 + (5.0/3.0) * 0.249618 * tfactors.T923;
+        dln_set_rate_dT9 =  15.629 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -616,9 +568,9 @@ void rate_Si28_to_He4_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_S32_to_p_P31(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_Al27_to_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // S32 --> p + P31
+    // Al27 + p --> Si28
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -628,12 +580,12 @@ void rate_S32_to_p_P31(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
     amrex::Real set_rate{0.0};
 
     // il10r
-    ln_set_rate =  25.1729 + -106.637 * tfactors.T9i + 8.09341 * tfactors.T913
-                         + -0.615971 * tfactors.T9 + 0.031159 * tfactors.T953;
+    ln_set_rate =  -13.6664 + -1.90396 * tfactors.T9i + 23.8634 * tfactors.T913
+                         + -3.70135 * tfactors.T9 + 0.28964 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  106.637 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 8.09341 * tfactors.T923i
-                                  + -0.615971 + (5.0/3.0) * 0.031159 * tfactors.T923;
+        dln_set_rate_dT9 =  1.90396 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 23.8634 * tfactors.T923i
+                                  + -3.70135 + (5.0/3.0) * 0.28964 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -645,10 +597,12 @@ void rate_S32_to_p_P31(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
     }
 
     // il10r
-    ln_set_rate =  21.6829 + -105.119 * tfactors.T9i;
+    ln_set_rate =  86.0234 + -0.387313 * tfactors.T9i + -26.8327 * tfactors.T913i + -116.137 * tfactors.T913
+                         + 0.00950567 * tfactors.T9 + 0.00999755 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  105.119 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  0.387313 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -26.8327 * tfactors.T943i + (1.0/3.0) * -116.137 * tfactors.T923i
+                                  + 0.00950567 + (5.0/3.0) * 0.00999755 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -660,12 +614,12 @@ void rate_S32_to_p_P31(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
     }
 
     // il10n
-    ln_set_rate =  43.6109 + -102.86 * tfactors.T9i + -25.3278 * tfactors.T913i + 6.4931 * tfactors.T913
-                         + -9.27513 * tfactors.T9 + -0.610439 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    ln_set_rate =  21.1065 + -23.2205 * tfactors.T913i
+                         + -2.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  102.86 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -25.3278 * tfactors.T943i + (1.0/3.0) * 6.4931 * tfactors.T923i
-                                  + -9.27513 + (5.0/3.0) * -0.610439 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -23.2205 * tfactors.T943i
+                                  + (5.0/3.0) * -2.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -680,9 +634,9 @@ void rate_S32_to_p_P31(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_S32_to_He4_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_Si28_to_S32(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // S32 --> He4 + Si28
+    // Si28 + He4 --> S32
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -692,12 +646,12 @@ void rate_S32_to_He4_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  72.813 + -80.626 * tfactors.T9i + -59.4896 * tfactors.T913i + 4.47205 * tfactors.T913
-                         + -4.78989 * tfactors.T9 + 0.557201 * tfactors.T953 + 0.833333 * tfactors.lnT9;
-
+    ln_set_rate =  47.9212 + -59.4896 * tfactors.T913i + 4.47205 * tfactors.T913
+                         + -4.78989 * tfactors.T9 + 0.557201 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  80.626 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -59.4896 * tfactors.T943i + (1.0/3.0) * 4.47205 * tfactors.T923i
-                                  + -4.78989 + (5.0/3.0) * 0.557201 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -59.4896 * tfactors.T943i + (1.0/3.0) * 4.47205 * tfactors.T923i
+                                  + -4.78989 + (5.0/3.0) * 0.557201 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -712,9 +666,9 @@ void rate_S32_to_He4_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_C12_to_He4_He4_He4(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_P31_to_S32(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // C12 --> He4 + He4 + He4
+    // P31 + p --> S32
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -723,13 +677,13 @@ void rate_C12_to_He4_He4_He4(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // fy05n
-    ln_set_rate =  45.7734 + -84.4227 * tfactors.T9i + -37.06 * tfactors.T913i + 29.3493 * tfactors.T913
-                         + -115.507 * tfactors.T9 + -10.0 * tfactors.T953 + 1.66667 * tfactors.lnT9;
+    // il10r
+    ln_set_rate =  0.821556 + -3.77704 * tfactors.T9i + 8.09341 * tfactors.T913
+                         + -0.615971 * tfactors.T9 + 0.031159 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  84.4227 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -37.06 * tfactors.T943i + (1.0/3.0) * 29.3493 * tfactors.T923i
-                                  + -115.507 + (5.0/3.0) * -10.0 * tfactors.T923 + 1.66667 * tfactors.T9i;
+        dln_set_rate_dT9 =  3.77704 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 8.09341 * tfactors.T923i
+                                  + -0.615971 + (5.0/3.0) * 0.031159 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -740,13 +694,13 @@ void rate_C12_to_He4_He4_He4(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // fy05r
-    ln_set_rate =  22.394 + -88.5493 * tfactors.T9i + -13.49 * tfactors.T913i + 21.4259 * tfactors.T913
-                         + -1.34769 * tfactors.T9 + 0.0879816 * tfactors.T953 + -10.1653 * tfactors.lnT9;
+    // il10r
+    ln_set_rate =  -2.66839 + -2.25958 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  88.5493 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -13.49 * tfactors.T943i + (1.0/3.0) * 21.4259 * tfactors.T923i
-                                  + -1.34769 + (5.0/3.0) * 0.0879816 * tfactors.T923 + -10.1653 * tfactors.T9i;
+        dln_set_rate_dT9 =  2.25958 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -757,13 +711,13 @@ void rate_C12_to_He4_He4_He4(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // fy05r
-    ln_set_rate =  34.9561 + -85.4472 * tfactors.T9i + -23.57 * tfactors.T913i + 20.4886 * tfactors.T913
-                         + -12.9882 * tfactors.T9 + -20.0 * tfactors.T953 + 0.83333 * tfactors.lnT9;
+    // il10n
+    ln_set_rate =  19.2596 + -25.3278 * tfactors.T913i + 6.4931 * tfactors.T913
+                         + -9.27513 * tfactors.T9 + -0.610439 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  85.4472 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -23.57 * tfactors.T943i + (1.0/3.0) * 20.4886 * tfactors.T923i
-                                  + -12.9882 + (5.0/3.0) * -20.0 * tfactors.T923 + 0.83333 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -25.3278 * tfactors.T943i + (1.0/3.0) * 6.4931 * tfactors.T923i
+                                  + -9.27513 + (5.0/3.0) * -0.610439 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -778,9 +732,9 @@ void rate_C12_to_He4_He4_He4(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_C12_to_N13(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_C12_C12_to_p_Na23(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // C12 + p --> N13
+    // C12 + C12 --> p + Na23
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -789,30 +743,13 @@ void rate_p_C12_to_N13(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // ls09n
-    ln_set_rate =  17.1482 + -13.692 * tfactors.T913i + -0.230881 * tfactors.T913
-                         + 4.44362 * tfactors.T9 + -3.15898 * tfactors.T953 + -0.666667 * tfactors.lnT9;
-
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -13.692 * tfactors.T943i + (1.0/3.0) * -0.230881 * tfactors.T923i
-                                  + 4.44362 + (5.0/3.0) * -3.15898 * tfactors.T923 + -0.666667 * tfactors.T9i;
-    }
-
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
-
-    // ls09r
-    ln_set_rate =  17.5428 + -3.77849 * tfactors.T9i + -5.10735 * tfactors.T913i + -2.24111 * tfactors.T913
-                         + 0.148883 * tfactors.T9 + -1.5 * tfactors.lnT9;
+    // cf88r
+    ln_set_rate =  60.9649 + -84.165 * tfactors.T913i + -1.4191 * tfactors.T913
+                         + -0.114619 * tfactors.T9 + -0.070307 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  3.77849 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -5.10735 * tfactors.T943i + (1.0/3.0) * -2.24111 * tfactors.T923i
-                                  + 0.148883 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -84.165 * tfactors.T943i + (1.0/3.0) * -1.4191 * tfactors.T923i
+                                  + -0.114619 + (5.0/3.0) * -0.070307 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -827,9 +764,9 @@ void rate_p_C12_to_N13(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_C12_to_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_C12_C12_to_He4_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // C12 + He4 --> O16
+    // C12 + C12 --> He4 + Ne20
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -838,13 +775,13 @@ void rate_He4_C12_to_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // nac2 
-    ln_set_rate =  254.634 + -1.84097 * tfactors.T9i + 103.411 * tfactors.T913i + -420.567 * tfactors.T913
-                         + 64.0874 * tfactors.T9 + -12.4624 * tfactors.T953 + 137.303 * tfactors.lnT9;
+    // cf88r
+    ln_set_rate =  61.2863 + -84.165 * tfactors.T913i + -1.56627 * tfactors.T913
+                         + -0.0736084 * tfactors.T9 + -0.072797 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  1.84097 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 103.411 * tfactors.T943i + (1.0/3.0) * -420.567 * tfactors.T923i
-                                  + 64.0874 + (5.0/3.0) * -12.4624 * tfactors.T923 + 137.303 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -84.165 * tfactors.T943i + (1.0/3.0) * -1.56627 * tfactors.T923i
+                                  + -0.0736084 + (5.0/3.0) * -0.072797 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -855,13 +792,28 @@ void rate_He4_C12_to_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // nac2 
-    ln_set_rate =  69.6526 + -1.39254 * tfactors.T9i + 58.9128 * tfactors.T913i + -148.273 * tfactors.T913
-                         + 9.08324 * tfactors.T9 + -0.541041 * tfactors.T953 + 70.3554 * tfactors.lnT9;
+}
+
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_He4_N13_to_p_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+
+    // N13 + He4 --> p + O16
+
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // cf88n
+    ln_set_rate =  40.4644 + -35.829 * tfactors.T913i + -0.530275 * tfactors.T913
+                         + -0.982462 * tfactors.T9 + 0.0808059 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  1.39254 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 58.9128 * tfactors.T943i + (1.0/3.0) * -148.273 * tfactors.T923i
-                                  + 9.08324 + (5.0/3.0) * -0.541041 * tfactors.T923 + 70.3554 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -35.829 * tfactors.T943i + (1.0/3.0) * -0.530275 * tfactors.T923i
+                                  + -0.982462 + (5.0/3.0) * 0.0808059 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -876,9 +828,9 @@ void rate_He4_C12_to_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_N14_to_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_C12_O16_to_p_Al27(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // N14 + He4 --> F18
+    // O16 + C12 --> p + Al27
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -887,13 +839,13 @@ void rate_He4_N14_to_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10n
-    ln_set_rate =  21.5339 + -36.2504 * tfactors.T913i
-                         + -5.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // cf88r
+    ln_set_rate =  68.5253 + 0.205134 * tfactors.T9i + -119.242 * tfactors.T913i + 13.3667 * tfactors.T913
+                         + 0.295425 * tfactors.T9 + -0.267288 * tfactors.T953 + -9.91729 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -36.2504 * tfactors.T943i
-                                  + (5.0/3.0) * -5.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  -0.205134 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -119.242 * tfactors.T943i + (1.0/3.0) * 13.3667 * tfactors.T923i
+                                  + 0.295425 + (5.0/3.0) * -0.267288 * tfactors.T923 + -9.91729 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -904,30 +856,28 @@ void rate_He4_N14_to_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  13.8995 + -10.9656 * tfactors.T9i + -5.6227 * tfactors.T913i
-                         + -1.5 * tfactors.lnT9;
+}
 
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  10.9656 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -5.6227 * tfactors.T943i
-                                  + -1.5 * tfactors.T9i;
-    }
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_C12_O16_to_He4_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
+    // O16 + C12 --> He4 + Mg24
 
-    // il10r
-    ln_set_rate =  0.196838 + -5.16034 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // cf88r
+    ln_set_rate =  48.5341 + 0.37204 * tfactors.T9i + -133.413 * tfactors.T913i + 50.1572 * tfactors.T913
+                         + -3.15987 * tfactors.T9 + 0.0178251 * tfactors.T953 + -23.7027 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  5.16034 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  -0.37204 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -133.413 * tfactors.T943i + (1.0/3.0) * 50.1572 * tfactors.T923i
+                                  + -3.15987 + (5.0/3.0) * 0.0178251 * tfactors.T923 + -23.7027 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -942,9 +892,9 @@ void rate_He4_N14_to_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_O16_to_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_O16_O16_to_p_P31(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // O16 + He4 --> Ne20
+    // O16 + O16 --> p + P31
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -953,13 +903,13 @@ void rate_He4_O16_to_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // co10r
-    ln_set_rate =  9.50848 + -12.7643 * tfactors.T9i + -3.65925 * tfactors.T913
-                         + 0.714224 * tfactors.T9 + -0.00107508 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // cf88r
+    ln_set_rate =  85.2628 + 0.223453 * tfactors.T9i + -145.844 * tfactors.T913i + 8.72612 * tfactors.T913
+                         + -0.554035 * tfactors.T9 + -0.137562 * tfactors.T953 + -6.88807 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  12.7643 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -3.65925 * tfactors.T923i
-                                  + 0.714224 + (5.0/3.0) * -0.00107508 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  -0.223453 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -145.844 * tfactors.T943i + (1.0/3.0) * 8.72612 * tfactors.T923i
+                                  + -0.554035 + (5.0/3.0) * -0.137562 * tfactors.T923 + -6.88807 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -970,30 +920,28 @@ void rate_He4_O16_to_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // co10r
-    ln_set_rate =  3.88571 + -10.3585 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+}
 
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  10.3585 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
-    }
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_O16_O16_to_He4_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
+    // O16 + O16 --> He4 + Si28
 
-    // co10n
-    ln_set_rate =  23.903 + -39.7262 * tfactors.T913i + -0.210799 * tfactors.T913
-                         + 0.442879 * tfactors.T9 + -0.0797753 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // cf88r
+    ln_set_rate =  97.2435 + -0.268514 * tfactors.T9i + -119.324 * tfactors.T913i + -32.2497 * tfactors.T913
+                         + 1.46214 * tfactors.T9 + -0.200893 * tfactors.T953 + 13.2148 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -39.7262 * tfactors.T943i + (1.0/3.0) * -0.210799 * tfactors.T923i
-                                  + 0.442879 + (5.0/3.0) * -0.0797753 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  0.268514 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -119.324 * tfactors.T943i + (1.0/3.0) * -32.2497 * tfactors.T923i
+                                  + 1.46214 + (5.0/3.0) * -0.200893 * tfactors.T923 + 13.2148 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1008,9 +956,9 @@ void rate_He4_O16_to_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_F18_to_Na22(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_F18_to_p_Ne21(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // F18 + He4 --> Na22
+    // F18 + He4 --> p + Ne21
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1020,12 +968,12 @@ void rate_He4_F18_to_Na22(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real set_rate{0.0};
 
     // rpsmr
-    ln_set_rate =  35.3786 + -1.82957 * tfactors.T9i + 18.8956 * tfactors.T913i + -65.6134 * tfactors.T913
-                         + 1.71114 * tfactors.T9 + -0.0260999 * tfactors.T953 + 37.8396 * tfactors.lnT9;
+    ln_set_rate =  49.7863 + -1.84559 * tfactors.T9i + 21.4461 * tfactors.T913i + -73.252 * tfactors.T913
+                         + 2.42329 * tfactors.T9 + -0.077278 * tfactors.T953 + 40.7604 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  1.82957 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 18.8956 * tfactors.T943i + (1.0/3.0) * -65.6134 * tfactors.T923i
-                                  + 1.71114 + (5.0/3.0) * -0.0260999 * tfactors.T923 + 37.8396 * tfactors.T9i;
+        dln_set_rate_dT9 =  1.84559 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.4461 * tfactors.T943i + (1.0/3.0) * -73.252 * tfactors.T923i
+                                  + 2.42329 + (5.0/3.0) * -0.077278 * tfactors.T923 + 40.7604 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1040,9 +988,9 @@ void rate_He4_F18_to_Na22(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Ne20_to_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_Na23_to_He4_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Ne20 + He4 --> Mg24
+    // Na23 + p --> He4 + Ne20
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1052,12 +1000,12 @@ void rate_He4_Ne20_to_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real set_rate{0.0};
 
     // il10r
-    ln_set_rate =  -38.7055 + -2.50605 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    ln_set_rate =  -6.58736 + -2.31577 * tfactors.T9i + 19.7297 * tfactors.T913
+                         + -2.20987 * tfactors.T9 + 0.153374 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  2.50605 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  2.31577 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 19.7297 * tfactors.T923i
+                                  + -2.20987 + (5.0/3.0) * 0.153374 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1068,13 +1016,13 @@ void rate_He4_Ne20_to_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  24.5058 + -46.2525 * tfactors.T913i + 5.58901 * tfactors.T913
-                         + 7.61843 * tfactors.T9 + -3.683 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // il10r
+    ln_set_rate =  0.0178295 + -1.86103 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -46.2525 * tfactors.T943i + (1.0/3.0) * 5.58901 * tfactors.T923i
-                                  + 7.61843 + (5.0/3.0) * -3.683 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  1.86103 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1085,13 +1033,13 @@ void rate_He4_Ne20_to_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -8.79827 + -12.7809 * tfactors.T9i + 16.9229 * tfactors.T913
-                         + -2.57325 * tfactors.T9 + 0.208997 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // il10n
+    ln_set_rate =  18.9756 + -20.0024 * tfactors.T913i + 11.5988 * tfactors.T913
+                         + -1.37398 * tfactors.T9 + -1.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  12.7809 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 16.9229 * tfactors.T923i
-                                  + -2.57325 + (5.0/3.0) * 0.208997 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -20.0024 * tfactors.T943i + (1.0/3.0) * 11.5988 * tfactors.T923i
+                                  + -1.37398 + (5.0/3.0) * -1.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1102,14 +1050,63 @@ void rate_He4_Ne20_to_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  1.98307 + -9.22026 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+}
 
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  9.22026 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
-    }
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_p_Al27_to_He4_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+
+    // Al27 + p --> He4 + Mg24
+
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // il10r
+    ln_set_rate =  -7.02789 + -4.2425 * tfactors.T9i + 18.0416 * tfactors.T913
+                         + -1.54137 * tfactors.T9 + 0.0847506 * tfactors.T953 + -1.5 * tfactors.lnT9;
+
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  4.2425 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0416 * tfactors.T923i
+                                  + -1.54137 + (5.0/3.0) * 0.0847506 * tfactors.T923 + -1.5 * tfactors.T9i;
+    }
+
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
+    // il10r
+    ln_set_rate =  -26.8683 + -0.963012 * tfactors.T9i + 5.18642 * tfactors.T913i + -34.7936 * tfactors.T913
+                         + 168.225 * tfactors.T9 + -115.825 * tfactors.T953 + -1.5 * tfactors.lnT9;
+
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  0.963012 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 5.18642 * tfactors.T943i + (1.0/3.0) * -34.7936 * tfactors.T923i
+                                  + 168.225 + (5.0/3.0) * -115.825 * tfactors.T923 + -1.5 * tfactors.T9i;
+    }
+
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
+    // il10n
+    ln_set_rate =  29.4576 + -26.4162 * tfactors.T913i
+                         + -2.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -26.4162 * tfactors.T943i
+                                  + (5.0/3.0) * -2.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
+    }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
     ln_set_rate = std::max(ln_set_rate, -230.0);
@@ -1123,9 +1120,9 @@ void rate_He4_Ne20_to_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Ne21_to_Na22(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_P31_to_He4_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Ne21 + p --> Na22
+    // P31 + p --> He4 + Si28
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1135,11 +1132,28 @@ void rate_p_Ne21_to_Na22(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
     amrex::Real set_rate{0.0};
 
     // il10r
-    ln_set_rate =  -47.6554 + -0.19618 * tfactors.T9i
+    ln_set_rate =  -10.893 + -3.42575 * tfactors.T9i + 21.521 * tfactors.T913
+                         + -1.90355 * tfactors.T9 + 0.092724 * tfactors.T953 + -1.5 * tfactors.lnT9;
+
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  3.42575 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 21.521 * tfactors.T923i
+                                  + -1.90355 + (5.0/3.0) * 0.092724 * tfactors.T923 + -1.5 * tfactors.T9i;
+    }
+
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
+    // il10r
+    ln_set_rate =  -12.919 + -1.87716 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  0.19618 * tfactors.T9i * tfactors.T9i
+        dln_set_rate_dT9 =  1.87716 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
     }
 
@@ -1152,12 +1166,12 @@ void rate_p_Ne21_to_Na22(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
     }
 
     // il10n
-    ln_set_rate =  19.0696 + -19.2096 * tfactors.T913i
-                         + -1.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    ln_set_rate =  60.8829 + -31.932 * tfactors.T913i + -77.0334 * tfactors.T913
+                         + -43.6847 * tfactors.T9 + -4.28955 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -19.2096 * tfactors.T943i
-                                  + (5.0/3.0) * -1.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -31.932 * tfactors.T943i + (1.0/3.0) * -77.0334 * tfactors.T923i
+                                  + -43.6847 + (5.0/3.0) * -4.28955 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1168,13 +1182,28 @@ void rate_p_Ne21_to_Na22(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -39.4862 + -4.21385 * tfactors.T9i + 21.1176 * tfactors.T913i + 34.0411 * tfactors.T913
-                         + -4.45593 * tfactors.T9 + 0.328613 * tfactors.T953 + -1.5 * tfactors.lnT9;
+}
+
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_He4_He4_He4_to_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+
+    // He4 + He4 + He4 --> C12
+
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // fy05r
+    ln_set_rate =  -24.3505 + -4.12656 * tfactors.T9i + -13.49 * tfactors.T913i + 21.4259 * tfactors.T913
+                         + -1.34769 * tfactors.T9 + 0.0879816 * tfactors.T953 + -13.1653 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  4.21385 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.1176 * tfactors.T943i + (1.0/3.0) * 34.0411 * tfactors.T923i
-                                  + -4.45593 + (5.0/3.0) * 0.328613 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  4.12656 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -13.49 * tfactors.T943i + (1.0/3.0) * 21.4259 * tfactors.T923i
+                                  + -1.34769 + (5.0/3.0) * 0.0879816 * tfactors.T923 + -13.1653 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1185,13 +1214,30 @@ void rate_p_Ne21_to_Na22(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  1.75704 + -1.39957 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // fy05r
+    ln_set_rate =  -11.7884 + -1.02446 * tfactors.T9i + -23.57 * tfactors.T913i + 20.4886 * tfactors.T913
+                         + -12.9882 * tfactors.T9 + -20.0 * tfactors.T953 + -2.16667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  1.39957 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  1.02446 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -23.57 * tfactors.T943i + (1.0/3.0) * 20.4886 * tfactors.T923i
+                                  + -12.9882 + (5.0/3.0) * -20.0 * tfactors.T923 + -2.16667 * tfactors.T9i;
+    }
+
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
+    // fy05n
+    ln_set_rate =  -0.971052 + -37.06 * tfactors.T913i + 29.3493 * tfactors.T913
+                         + -115.507 * tfactors.T9 + -10.0 * tfactors.T953 + -1.33333 * tfactors.lnT9;
+
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -37.06 * tfactors.T943i + (1.0/3.0) * 29.3493 * tfactors.T923i
+                                  + -115.507 + (5.0/3.0) * -10.0 * tfactors.T923 + -1.33333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1206,9 +1252,9 @@ void rate_p_Ne21_to_Na22(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Na23_to_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_C12_C12_to_Mg24_modified(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Na23 + p --> Mg24
+    // C12 + C12 --> Mg24
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1217,13 +1263,13 @@ void rate_p_Na23_to_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10n
-    ln_set_rate =  18.9075 + -20.6428 * tfactors.T913i + 1.52954 * tfactors.T913
-                         + 2.7487 * tfactors.T9 + -1.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // cf88r
+    ln_set_rate =  -12.8056 + -30.1498 * tfactors.T9i + 11.4826 * tfactors.T913
+                         + 1.82849 * tfactors.T9 + -0.34844 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -20.6428 * tfactors.T943i + (1.0/3.0) * 1.52954 * tfactors.T923i
-                                  + 2.7487 + (5.0/3.0) * -1.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  30.1498 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 11.4826 * tfactors.T923i
+                                  + 1.82849 + (5.0/3.0) * -0.34844 * tfactors.T923;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1234,13 +1280,28 @@ void rate_p_Na23_to_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  9.0594 + -3.28029 * tfactors.T9i + -0.360588 * tfactors.T913
-                         + 1.4187 * tfactors.T9 + -0.184061 * tfactors.T953 + -1.5 * tfactors.lnT9;
+}
+
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_O16_O16_to_S32_modified(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+
+    // O16 + O16 --> S32
+
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // cf88r
+    ln_set_rate =  77.5491 + -0.373641 * tfactors.T9i + -120.83 * tfactors.T913i + -7.72334 * tfactors.T913
+                         + -2.27939 * tfactors.T9 + 0.167655 * tfactors.T953 + 7.62001 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  3.28029 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -0.360588 * tfactors.T923i
-                                  + 1.4187 + (5.0/3.0) * -0.184061 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  0.373641 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -120.83 * tfactors.T943i + (1.0/3.0) * -7.72334 * tfactors.T923i
+                                  + -2.27939 + (5.0/3.0) * 0.167655 * tfactors.T923 + 7.62001 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1251,13 +1312,28 @@ void rate_p_Na23_to_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -5.02585 + -1.61219 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+}
+
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_C12_O16_to_Si28_modified(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+
+    // O16 + C12 --> Si28
+
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // cf88r
+    ln_set_rate =  -132.213 + -1.46479 * tfactors.T9i + -293.089 * tfactors.T913i + 414.404 * tfactors.T913
+                         + -28.0562 * tfactors.T9 + 1.61807 * tfactors.T953 + -178.28 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  1.61219 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  1.46479 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -293.089 * tfactors.T943i + (1.0/3.0) * 414.404 * tfactors.T923i
+                                  + -28.0562 + (5.0/3.0) * 1.61807 * tfactors.T923 + -178.28 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1272,9 +1348,9 @@ void rate_p_Na23_to_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Mg24_to_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_S32_to_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Mg24 + He4 --> Si28
+    // S32 + He4 --> Ar36
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1283,13 +1359,13 @@ void rate_He4_Mg24_to_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // st08r
-    ln_set_rate =  -50.5494 + -12.8332 * tfactors.T9i + 21.3721 * tfactors.T913i + 37.7649 * tfactors.T913
-                         + -4.10635 * tfactors.T9 + 0.249618 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // ths8r
+    ln_set_rate =  48.901 + -65.3709 * tfactors.T913i + 5.68294 * tfactors.T913
+                         + -5.00388 * tfactors.T9 + 0.571407 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  12.8332 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.3721 * tfactors.T943i + (1.0/3.0) * 37.7649 * tfactors.T923i
-                                  + -4.10635 + (5.0/3.0) * 0.249618 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -65.3709 * tfactors.T943i + (1.0/3.0) * 5.68294 * tfactors.T923i
+                                  + -5.00388 + (5.0/3.0) * 0.571407 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1300,12 +1376,44 @@ void rate_He4_Mg24_to_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // st08r
-    ln_set_rate =  8.03977 + -15.629 * tfactors.T9i
+}
+
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_p_Cl35_to_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+
+    // Cl35 + p --> Ar36
+
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // il10r
+    ln_set_rate =  -9.03294 + -2.00996 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  15.629 * tfactors.T9i * tfactors.T9i
+        dln_set_rate_dT9 =  2.00996 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
+    }
+
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
+    // il10r
+    ln_set_rate =  -42.5249 + -0.564651 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
+
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  0.564651 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
     }
 
@@ -1317,13 +1425,47 @@ void rate_He4_Mg24_to_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+    // il10n
+    ln_set_rate =  35.6868 + -27.8971 * tfactors.T913i + -16.2304 * tfactors.T913
+                         + 35.255 * tfactors.T9 + -25.8411 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -27.8971 * tfactors.T943i + (1.0/3.0) * -16.2304 * tfactors.T923i
+                                  + 35.255 + (5.0/3.0) * -25.8411 * tfactors.T923 + -0.666667 * tfactors.T9i;
+    }
+
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
+    // il10r
+    ln_set_rate =  -7.84699 + -3.65092 * tfactors.T9i + 18.0179 * tfactors.T913
+                         + -2.86304 * tfactors.T9 + 0.250854 * tfactors.T953 + -1.5 * tfactors.lnT9;
+
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  3.65092 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0179 * tfactors.T923i
+                                  + -2.86304 + (5.0/3.0) * 0.250854 * tfactors.T923 + -1.5 * tfactors.T9i;
+    }
+
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Al27_to_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_Cl35_to_He4_S32_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Al27 + p --> Si28
+    // Cl35 + p --> He4 + S32
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1333,12 +1475,12 @@ void rate_p_Al27_to_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
     amrex::Real set_rate{0.0};
 
     // il10r
-    ln_set_rate =  -13.6664 + -1.90396 * tfactors.T9i + 23.8634 * tfactors.T913
-                         + -3.70135 * tfactors.T9 + 0.28964 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    ln_set_rate =  2.29121 + -6.00976 * tfactors.T9i + 5.33756 * tfactors.T913
+                         + 1.64418 * tfactors.T9 + -0.246167 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  1.90396 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 23.8634 * tfactors.T923i
-                                  + -3.70135 + (5.0/3.0) * 0.28964 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  6.00976 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 5.33756 * tfactors.T923i
+                                  + 1.64418 + (5.0/3.0) * -0.246167 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1350,12 +1492,29 @@ void rate_p_Al27_to_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
     }
 
     // il10r
-    ln_set_rate =  86.0234 + -0.387313 * tfactors.T9i + -26.8327 * tfactors.T913i + -116.137 * tfactors.T913
-                         + 0.00950567 * tfactors.T9 + 0.00999755 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    ln_set_rate =  -1.01202 + -3.93495 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  0.387313 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -26.8327 * tfactors.T943i + (1.0/3.0) * -116.137 * tfactors.T923i
-                                  + 0.00950567 + (5.0/3.0) * 0.00999755 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  3.93495 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
+    }
+
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
+    // il10r
+    ln_set_rate =  -57.5294 + -0.532931 * tfactors.T9i + 25.5338 * tfactors.T913
+                         + 6.45824 * tfactors.T9 + -0.950294 * tfactors.T953 + -1.5 * tfactors.lnT9;
+
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  0.532931 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 25.5338 * tfactors.T923i
+                                  + 6.45824 + (5.0/3.0) * -0.950294 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1367,12 +1526,12 @@ void rate_p_Al27_to_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
     }
 
     // il10n
-    ln_set_rate =  21.1065 + -23.2205 * tfactors.T913i
-                         + -2.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    ln_set_rate =  32.12 + -30.9147 * tfactors.T913i + -1.2345 * tfactors.T913
+                         + 22.5118 * tfactors.T9 + -33.0589 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -23.2205 * tfactors.T943i
-                                  + (5.0/3.0) * -2.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -30.9147 * tfactors.T943i + (1.0/3.0) * -1.2345 * tfactors.T923i
+                                  + 22.5118 + (5.0/3.0) * -33.0589 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1387,9 +1546,9 @@ void rate_p_Al27_to_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real& d
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Si28_to_S32(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_Ar36_to_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Si28 + He4 --> S32
+    // Ar36 + He4 --> Ca40
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1399,12 +1558,12 @@ void rate_He4_Si28_to_S32(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  47.9212 + -59.4896 * tfactors.T913i + 4.47205 * tfactors.T913
-                         + -4.78989 * tfactors.T9 + 0.557201 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    ln_set_rate =  52.3486 + -71.0046 * tfactors.T913i + 4.0656 * tfactors.T913
+                         + -5.26509 * tfactors.T9 + 0.683546 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -59.4896 * tfactors.T943i + (1.0/3.0) * 4.47205 * tfactors.T923i
-                                  + -4.78989 + (5.0/3.0) * 0.557201 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -71.0046 * tfactors.T943i + (1.0/3.0) * 4.0656 * tfactors.T923i
+                                  + -5.26509 + (5.0/3.0) * 0.683546 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1419,9 +1578,9 @@ void rate_He4_Si28_to_S32(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_P31_to_S32(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_K39_to_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // P31 + p --> S32
+    // K39 + p --> Ca40
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1430,13 +1589,13 @@ void rate_p_P31_to_S32(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10r
-    ln_set_rate =  0.821556 + -3.77704 * tfactors.T9i + 8.09341 * tfactors.T913
-                         + -0.615971 * tfactors.T9 + 0.031159 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // lo18r
+    ln_set_rate =  2761.38 + -5.22234 * tfactors.T9i + 802.18 * tfactors.T913i + -4010.27 * tfactors.T913
+                         + 1136.19 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  3.77704 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 8.09341 * tfactors.T923i
-                                  + -0.615971 + (5.0/3.0) * 0.031159 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  5.22234 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 802.18 * tfactors.T943i + (1.0/3.0) * -4010.27 * tfactors.T923i
+                                  + 1136.19 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1447,13 +1606,13 @@ void rate_p_P31_to_S32(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -2.66839 + -2.25958 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // lo18r
+    ln_set_rate =  588.099 + -12.5647 * tfactors.T9i + 641.844 * tfactors.T913i + -1248.49 * tfactors.T913
+                         + 564.926 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  2.25958 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  12.5647 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 641.844 * tfactors.T943i + (1.0/3.0) * -1248.49 * tfactors.T923i
+                                  + 564.926 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1464,13 +1623,13 @@ void rate_p_P31_to_S32(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  19.2596 + -25.3278 * tfactors.T913i + 6.4931 * tfactors.T913
-                         + -9.27513 * tfactors.T9 + -0.610439 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // lo18r
+    ln_set_rate =  102.252 + -1.66508 * tfactors.T9i + 41.1723 * tfactors.T913i + -149.299 * tfactors.T913
+                         + 10.5229 * tfactors.T9 + -0.68208 * tfactors.T953 + 59.2367 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -25.3278 * tfactors.T943i + (1.0/3.0) * 6.4931 * tfactors.T923i
-                                  + -9.27513 + (5.0/3.0) * -0.610439 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  1.66508 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 41.1723 * tfactors.T943i + (1.0/3.0) * -149.299 * tfactors.T923i
+                                  + 10.5229 + (5.0/3.0) * -0.68208 * tfactors.T923 + 59.2367 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1485,9 +1644,9 @@ void rate_p_P31_to_S32(const tf_t& tfactors, amrex::Real& rate, amrex::Real& dra
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_C12_C12_to_p_Na23(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_K39_to_He4_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // C12 + C12 --> p + Na23
+    // K39 + p --> He4 + Ar36
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1496,13 +1655,13 @@ void rate_C12_C12_to_p_Na23(const tf_t& tfactors, amrex::Real& rate, amrex::Real
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // cf88r
-    ln_set_rate =  60.9649 + -84.165 * tfactors.T913i + -1.4191 * tfactors.T913
-                         + -0.114619 * tfactors.T9 + -0.070307 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // ths8r
+    ln_set_rate =  20.5166 + -30.0732 * tfactors.T913i + 7.03263 * tfactors.T913
+                         + -1.10085 * tfactors.T9 + 0.133768 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -84.165 * tfactors.T943i + (1.0/3.0) * -1.4191 * tfactors.T923i
-                                  + -0.114619 + (5.0/3.0) * -0.070307 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -30.0732 * tfactors.T943i + (1.0/3.0) * 7.03263 * tfactors.T923i
+                                  + -1.10085 + (5.0/3.0) * 0.133768 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1517,9 +1676,9 @@ void rate_C12_C12_to_p_Na23(const tf_t& tfactors, amrex::Real& rate, amrex::Real
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_C12_C12_to_He4_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_Ca40_to_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // C12 + C12 --> He4 + Ne20
+    // Ca40 + He4 --> Ti44
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1528,13 +1687,13 @@ void rate_C12_C12_to_He4_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Re
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // cf88r
-    ln_set_rate =  61.2863 + -84.165 * tfactors.T913i + -1.56627 * tfactors.T913
-                         + -0.0736084 * tfactors.T9 + -0.072797 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // chw0 
+    ln_set_rate =  53.75 + -76.4273 * tfactors.T913i + 3.87451 * tfactors.T913
+                         + -3.61477 * tfactors.T9 + 0.367451 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -84.165 * tfactors.T943i + (1.0/3.0) * -1.56627 * tfactors.T923i
-                                  + -0.0736084 + (5.0/3.0) * -0.072797 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -76.4273 * tfactors.T943i + (1.0/3.0) * 3.87451 * tfactors.T923i
+                                  + -3.61477 + (5.0/3.0) * 0.367451 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1549,9 +1708,9 @@ void rate_C12_C12_to_He4_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Re
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_N13_to_p_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_Sc43_to_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // N13 + He4 --> p + O16
+    // Sc43 + p --> Ti44
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1560,13 +1719,13 @@ void rate_He4_N13_to_p_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // cf88n
-    ln_set_rate =  40.4644 + -35.829 * tfactors.T913i + -0.530275 * tfactors.T913
-                         + -0.982462 * tfactors.T9 + 0.0808059 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // ths8r
+    ln_set_rate =  36.8432 + -32.1734 * tfactors.T913i + -1.77078 * tfactors.T913
+                         + -2.21706 * tfactors.T9 + 0.298499 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -35.829 * tfactors.T943i + (1.0/3.0) * -0.530275 * tfactors.T923i
-                                  + -0.982462 + (5.0/3.0) * 0.0808059 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * -1.77078 * tfactors.T923i
+                                  + -2.21706 + (5.0/3.0) * 0.298499 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1581,9 +1740,9 @@ void rate_He4_N13_to_p_O16(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_O16_to_He4_N13(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_Sc43_to_He4_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // O16 + p --> He4 + N13
+    // Sc43 + p --> He4 + Ca40
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1592,13 +1751,13 @@ void rate_p_O16_to_He4_N13(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // cf88n
-    ln_set_rate =  42.2324 + -60.5523 * tfactors.T9i + -35.829 * tfactors.T913i + -0.530275 * tfactors.T913
-                         + -0.982462 * tfactors.T9 + 0.0808059 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // ths8r
+    ln_set_rate =  34.8559 + -32.1734 * tfactors.T913i + 0.0296879 * tfactors.T913
+                         + -0.95232 * tfactors.T9 + 0.129022 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  60.5523 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -35.829 * tfactors.T943i + (1.0/3.0) * -0.530275 * tfactors.T923i
-                                  + -0.982462 + (5.0/3.0) * 0.0808059 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * 0.0296879 * tfactors.T923i
+                                  + -0.95232 + (5.0/3.0) * 0.129022 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1613,9 +1772,9 @@ void rate_p_O16_to_He4_N13(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_C12_O16_to_p_Al27(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_Ti44_to_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // O16 + C12 --> p + Al27
+    // Ti44 + He4 --> Cr48
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1624,13 +1783,13 @@ void rate_C12_O16_to_p_Al27(const tf_t& tfactors, amrex::Real& rate, amrex::Real
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // cf88r
-    ln_set_rate =  68.5253 + 0.205134 * tfactors.T9i + -119.242 * tfactors.T913i + 13.3667 * tfactors.T913
-                         + 0.295425 * tfactors.T9 + -0.267288 * tfactors.T953 + -9.91729 * tfactors.lnT9;
+    // ths8r
+    ln_set_rate =  64.7958 + -81.667 * tfactors.T913i + -10.6333 * tfactors.T913
+                         + -0.672613 * tfactors.T9 + 0.161209 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  -0.205134 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -119.242 * tfactors.T943i + (1.0/3.0) * 13.3667 * tfactors.T923i
-                                  + 0.295425 + (5.0/3.0) * -0.267288 * tfactors.T923 + -9.91729 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -81.667 * tfactors.T943i + (1.0/3.0) * -10.6333 * tfactors.T923i
+                                  + -0.672613 + (5.0/3.0) * 0.161209 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1645,9 +1804,9 @@ void rate_C12_O16_to_p_Al27(const tf_t& tfactors, amrex::Real& rate, amrex::Real
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_C12_O16_to_He4_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_Ti44_to_p_V47_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // O16 + C12 --> He4 + Mg24
+    // Ti44 + He4 --> p + V47
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1656,13 +1815,13 @@ void rate_C12_O16_to_He4_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Re
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // cf88r
-    ln_set_rate =  48.5341 + 0.37204 * tfactors.T9i + -133.413 * tfactors.T913i + 50.1572 * tfactors.T913
-                         + -3.15987 * tfactors.T9 + 0.0178251 * tfactors.T953 + -23.7027 * tfactors.lnT9;
+    // chw0r
+    ln_set_rate =  -76.5154 + -10.7931 * tfactors.T9i + 70.2835 * tfactors.T913
+                         + -7.99061 * tfactors.T9 + 0.486213 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  -0.37204 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -133.413 * tfactors.T943i + (1.0/3.0) * 50.1572 * tfactors.T923i
-                                  + -3.15987 + (5.0/3.0) * 0.0178251 * tfactors.T923 + -23.7027 * tfactors.T9i;
+        dln_set_rate_dT9 =  10.7931 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 70.2835 * tfactors.T923i
+                                  + -7.99061 + (5.0/3.0) * 0.486213 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1677,9 +1836,9 @@ void rate_C12_O16_to_He4_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Re
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_O16_O16_to_p_P31(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_V47_to_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // O16 + O16 --> p + P31
+    // V47 + p --> Cr48
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1688,13 +1847,13 @@ void rate_O16_O16_to_p_P31(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // cf88r
-    ln_set_rate =  85.2628 + 0.223453 * tfactors.T9i + -145.844 * tfactors.T913i + 8.72612 * tfactors.T913
-                         + -0.554035 * tfactors.T9 + -0.137562 * tfactors.T953 + -6.88807 * tfactors.lnT9;
+    // nfisn
+    ln_set_rate =  42.6798 + -6.0593 * tfactors.T9i + -34.0548 * tfactors.T913i + -3.41973 * tfactors.T913
+                         + 1.16501 * tfactors.T9 + -0.105543 * tfactors.T953 + -7.70886 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  -0.223453 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -145.844 * tfactors.T943i + (1.0/3.0) * 8.72612 * tfactors.T923i
-                                  + -0.554035 + (5.0/3.0) * -0.137562 * tfactors.T923 + -6.88807 * tfactors.T9i;
+        dln_set_rate_dT9 =  6.0593 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -34.0548 * tfactors.T943i + (1.0/3.0) * -3.41973 * tfactors.T923i
+                                  + 1.16501 + (5.0/3.0) * -0.105543 * tfactors.T923 + -7.70886 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1705,28 +1864,47 @@ void rate_O16_O16_to_p_P31(const tf_t& tfactors, amrex::Real& rate, amrex::Real&
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
+    // nfisn
+    ln_set_rate =  511.463 + -5.29491 * tfactors.T9i + 317.171 * tfactors.T913i + -911.679 * tfactors.T913
+                         + 94.4245 * tfactors.T9 + -10.1973 * tfactors.T953 + 330.727 * tfactors.lnT9;
 
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_O16_O16_to_He4_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  5.29491 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 317.171 * tfactors.T943i + (1.0/3.0) * -911.679 * tfactors.T923i
+                                  + 94.4245 + (5.0/3.0) * -10.1973 * tfactors.T923 + 330.727 * tfactors.T9i;
+    }
 
-    // O16 + O16 --> He4 + Si28
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
 
-    rate = 0.0;
-    drate_dT = 0.0;
+    // nfisn
+    ln_set_rate =  23.8315 + 0.246665 * tfactors.T9i + -45.9868 * tfactors.T913i + 13.6822 * tfactors.T913
+                         + -0.376902 * tfactors.T9 + -0.0194875 * tfactors.T953 + -8.42325 * tfactors.lnT9;
 
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  -0.246665 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -45.9868 * tfactors.T943i + (1.0/3.0) * 13.6822 * tfactors.T923i
+                                  + -0.376902 + (5.0/3.0) * -0.0194875 * tfactors.T923 + -8.42325 * tfactors.T9i;
+    }
 
-    // cf88r
-    ln_set_rate =  97.2435 + -0.268514 * tfactors.T9i + -119.324 * tfactors.T913i + -32.2497 * tfactors.T913
-                         + 1.46214 * tfactors.T9 + -0.200893 * tfactors.T953 + 13.2148 * tfactors.lnT9;
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
+    // nfisn
+    ln_set_rate =  40.5626 + -0.514414 * tfactors.T9i + -110.655 * tfactors.T913i + 83.0232 * tfactors.T913
+                         + -19.7762 * tfactors.T9 + 3.03961 * tfactors.T953 + -49.4742 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  0.268514 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -119.324 * tfactors.T943i + (1.0/3.0) * -32.2497 * tfactors.T923i
-                                  + 1.46214 + (5.0/3.0) * -0.200893 * tfactors.T923 + 13.2148 * tfactors.T9i;
+        dln_set_rate_dT9 =  0.514414 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -110.655 * tfactors.T943i + (1.0/3.0) * 83.0232 * tfactors.T923i
+                                  + -19.7762 + (5.0/3.0) * 3.03961 * tfactors.T923 + -49.4742 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1741,9 +1919,9 @@ void rate_O16_O16_to_He4_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Re
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_F18_to_p_Ne21(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_Cr48_to_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // F18 + He4 --> p + Ne21
+    // Cr48 + He4 --> Fe52
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1752,13 +1930,13 @@ void rate_He4_F18_to_p_Ne21(const tf_t& tfactors, amrex::Real& rate, amrex::Real
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // rpsmr
-    ln_set_rate =  49.7863 + -1.84559 * tfactors.T9i + 21.4461 * tfactors.T913i + -73.252 * tfactors.T913
-                         + 2.42329 * tfactors.T9 + -0.077278 * tfactors.T953 + 40.7604 * tfactors.lnT9;
+    // ths8r
+    ln_set_rate =  65.1754 + -86.7459 * tfactors.T913i + -9.79373 * tfactors.T913
+                         + -0.772169 * tfactors.T9 + 0.155883 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  1.84559 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.4461 * tfactors.T943i + (1.0/3.0) * -73.252 * tfactors.T923i
-                                  + 2.42329 + (5.0/3.0) * -0.077278 * tfactors.T923 + 40.7604 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * -9.79373 * tfactors.T923i
+                                  + -0.772169 + (5.0/3.0) * 0.155883 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1773,9 +1951,9 @@ void rate_He4_F18_to_p_Ne21(const tf_t& tfactors, amrex::Real& rate, amrex::Real
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Ne20_to_p_Na23(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_Cr48_to_p_Mn51_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Ne20 + He4 --> p + Na23
+    // Cr48 + He4 --> p + Mn51
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1784,13 +1962,13 @@ void rate_He4_Ne20_to_p_Na23(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10r
-    ln_set_rate =  0.227472 + -29.4348 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // ths8r
+    ln_set_rate =  59.2276 + -86.7459 * tfactors.T913i + 1.05653 * tfactors.T913
+                         + -1.15757 * tfactors.T9 + 0.0877546 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  29.4348 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * 1.05653 * tfactors.T923i
+                                  + -1.15757 + (5.0/3.0) * 0.0877546 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1801,30 +1979,28 @@ void rate_He4_Ne20_to_p_Na23(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  19.1852 + -27.5738 * tfactors.T9i + -20.0024 * tfactors.T913i + 11.5988 * tfactors.T913
-                         + -1.37398 * tfactors.T9 + -1.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+}
 
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  27.5738 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -20.0024 * tfactors.T943i + (1.0/3.0) * 11.5988 * tfactors.T923i
-                                  + -1.37398 + (5.0/3.0) * -1.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
-    }
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_p_Mn51_to_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
+    // Mn51 + p --> Fe52
 
-    // il10r
-    ln_set_rate =  -6.37772 + -29.8896 * tfactors.T9i + 19.7297 * tfactors.T913
-                         + -2.20987 * tfactors.T9 + 0.153374 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // ths8r
+    ln_set_rate =  36.2596 + -36.1825 * tfactors.T913i + 0.873042 * tfactors.T913
+                         + -2.89731 * tfactors.T9 + 0.364394 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  29.8896 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 19.7297 * tfactors.T923i
-                                  + -2.20987 + (5.0/3.0) * 0.153374 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -36.1825 * tfactors.T943i + (1.0/3.0) * 0.873042 * tfactors.T923i
+                                  + -2.89731 + (5.0/3.0) * 0.364394 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1839,9 +2015,9 @@ void rate_He4_Ne20_to_p_Na23(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Ne21_to_He4_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_Fe52_to_Ni56_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Ne21 + p --> He4 + F18
+    // Fe52 + He4 --> Ni56
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1850,13 +2026,13 @@ void rate_p_Ne21_to_He4_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // rpsmr
-    ln_set_rate =  50.6536 + -22.049 * tfactors.T9i + 21.4461 * tfactors.T913i + -73.252 * tfactors.T913
-                         + 2.42329 * tfactors.T9 + -0.077278 * tfactors.T953 + 40.7604 * tfactors.lnT9;
+    // ths8r
+    ln_set_rate =  66.6417 + -91.6819 * tfactors.T913i + -9.51885 * tfactors.T913
+                         + -0.533014 * tfactors.T9 + 0.0892607 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  22.049 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.4461 * tfactors.T943i + (1.0/3.0) * -73.252 * tfactors.T923i
-                                  + 2.42329 + (5.0/3.0) * -0.077278 * tfactors.T923 + 40.7604 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -9.51885 * tfactors.T923i
+                                  + -0.533014 + (5.0/3.0) * 0.0892607 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1871,9 +2047,9 @@ void rate_p_Ne21_to_He4_F18(const tf_t& tfactors, amrex::Real& rate, amrex::Real
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Na23_to_He4_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_Fe52_to_p_Co55_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // Na23 + p --> He4 + Ne20
+    // Fe52 + He4 --> p + Co55
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1882,13 +2058,13 @@ void rate_p_Na23_to_He4_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10r
-    ln_set_rate =  -6.58736 + -2.31577 * tfactors.T9i + 19.7297 * tfactors.T913
-                         + -2.20987 * tfactors.T9 + 0.153374 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // ths8r
+    ln_set_rate =  62.2207 + -91.6819 * tfactors.T913i + -0.329235 * tfactors.T913
+                         + -0.780924 * tfactors.T9 + 0.0425179 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  2.31577 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 19.7297 * tfactors.T923i
-                                  + -2.20987 + (5.0/3.0) * 0.153374 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -0.329235 * tfactors.T923i
+                                  + -0.780924 + (5.0/3.0) * 0.0425179 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1899,30 +2075,28 @@ void rate_p_Na23_to_He4_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  0.0178295 + -1.86103 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+}
 
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  1.86103 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
-    }
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_p_Co55_to_Ni56_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
+    // Co55 + p --> Ni56
 
-    // il10n
-    ln_set_rate =  18.9756 + -20.0024 * tfactors.T913i + 11.5988 * tfactors.T913
-                         + -1.37398 * tfactors.T9 + -1.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // ths8r
+    ln_set_rate =  37.3736 + -38.1053 * tfactors.T913i + -0.210947 * tfactors.T913
+                         + -2.68377 * tfactors.T9 + 0.355814 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -20.0024 * tfactors.T943i + (1.0/3.0) * 11.5988 * tfactors.T923i
-                                  + -1.37398 + (5.0/3.0) * -1.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  + -(1.0/3.0) * -38.1053 * tfactors.T943i + (1.0/3.0) * -0.210947 * tfactors.T923i
+                                  + -2.68377 + (5.0/3.0) * 0.355814 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1937,9 +2111,9 @@ void rate_p_Na23_to_He4_Ne20(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Mg24_to_p_Al27(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_N13_to_p_C12_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Mg24 + He4 --> p + Al27
+    // N13 --> p + C12
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -1948,13 +2122,13 @@ void rate_He4_Mg24_to_p_Al27(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10n
-    ln_set_rate =  30.0397 + -18.5791 * tfactors.T9i + -26.4162 * tfactors.T913i
-                         + -2.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // ls09c
+    ln_set_rate =  40.04074558314484 + -22.547578710551672 * tfactors.T9i + -13.692 * tfactors.T913i + -0.230881 * tfactors.T913
+                         + 4.44362 * tfactors.T9 + -3.15898 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  18.5791 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -26.4162 * tfactors.T943i
-                                  + (5.0/3.0) * -2.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  22.547578710551672 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -13.692 * tfactors.T943i + (1.0/3.0) * -0.230881 * tfactors.T923i
+                                  + 4.44362 + (5.0/3.0) * -3.15898 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1965,13 +2139,13 @@ void rate_He4_Mg24_to_p_Al27(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -26.2862 + -19.5422 * tfactors.T9i + 5.18642 * tfactors.T913i + -34.7936 * tfactors.T913
-                         + 168.225 * tfactors.T9 + -115.825 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // ls09c
+    ln_set_rate =  40.43534558314484 + -26.326068710551674 * tfactors.T9i + -5.10735 * tfactors.T913i + -2.24111 * tfactors.T913
+                         + 0.148883 * tfactors.T9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  19.5422 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 5.18642 * tfactors.T943i + (1.0/3.0) * -34.7936 * tfactors.T923i
-                                  + 168.225 + (5.0/3.0) * -115.825 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  26.326068710551674 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -5.10735 * tfactors.T943i + (1.0/3.0) * -2.24111 * tfactors.T923i
+                                  + 0.148883;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1982,30 +2156,40 @@ void rate_He4_Mg24_to_p_Al27(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -6.44575 + -22.8216 * tfactors.T9i + 18.0416 * tfactors.T913
-                         + -1.54137 * tfactors.T9 + 0.0847506 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  22.8216 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0416 * tfactors.T923i
-                                  + -1.54137 + (5.0/3.0) * 0.0847506 * tfactors.T923 + -1.5 * tfactors.T9i;
-    }
+    amrex::Real C12_pf, dC12_pf_dT;
+    // setting C12 partition function to 1.0 by default, independent of T
+    C12_pf = 1.0_rt;
+    dC12_pf_dT = 0.0_rt;
 
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real N13_pf, dN13_pf_dT;
+    // setting N13 partition function to 1.0 by default, independent of T
+    N13_pf = 1.0_rt;
+    dN13_pf_dT = 0.0_rt;
+
+    amrex::Real z_r = p_pf * C12_pf;
+    amrex::Real z_p = N13_pf;
+
+    amrex::Real dz_r_dT = C12_pf * dp_pf_dT + p_pf * dC12_pf_dT;
+    amrex::Real dz_p_dT = dN13_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
 
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Al27_to_He4_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_O16_to_He4_C12_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Al27 + p --> He4 + Mg24
+    // O16 --> He4 + C12
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -2014,13 +2198,13 @@ void rate_p_Al27_to_He4_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10r
-    ln_set_rate =  -7.02789 + -4.2425 * tfactors.T9i + 18.0416 * tfactors.T913
-                         + -1.54137 * tfactors.T9 + 0.0847506 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // nac2 
+    ln_set_rate =  279.2945280776573 + -84.95160042649215 * tfactors.T9i + 103.411 * tfactors.T913i + -420.567 * tfactors.T913
+                         + 64.0874 * tfactors.T9 + -12.4624 * tfactors.T953 + 138.803 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  4.2425 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0416 * tfactors.T923i
-                                  + -1.54137 + (5.0/3.0) * 0.0847506 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  84.95160042649215 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 103.411 * tfactors.T943i + (1.0/3.0) * -420.567 * tfactors.T923i
+                                  + 64.0874 + (5.0/3.0) * -12.4624 * tfactors.T923 + 138.803 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2031,13 +2215,13 @@ void rate_p_Al27_to_He4_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -26.8683 + -0.963012 * tfactors.T9i + 5.18642 * tfactors.T913i + -34.7936 * tfactors.T913
-                         + 168.225 * tfactors.T9 + -115.825 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // nac2 
+    ln_set_rate =  94.31312807765731 + -84.50317042649215 * tfactors.T9i + 58.9128 * tfactors.T913i + -148.273 * tfactors.T913
+                         + 9.08324 * tfactors.T9 + -0.541041 * tfactors.T953 + 71.8554 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  0.963012 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 5.18642 * tfactors.T943i + (1.0/3.0) * -34.7936 * tfactors.T923i
-                                  + 168.225 + (5.0/3.0) * -115.825 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  84.50317042649215 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 58.9128 * tfactors.T943i + (1.0/3.0) * -148.273 * tfactors.T923i
+                                  + 9.08324 + (5.0/3.0) * -0.541041 * tfactors.T923 + 71.8554 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2048,30 +2232,39 @@ void rate_p_Al27_to_He4_Mg24(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  29.4576 + -26.4162 * tfactors.T913i
-                         + -2.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -26.4162 * tfactors.T943i
-                                  + (5.0/3.0) * -2.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
-    }
+    amrex::Real C12_pf, dC12_pf_dT;
+    // setting C12 partition function to 1.0 by default, independent of T
+    C12_pf = 1.0_rt;
+    dC12_pf_dT = 0.0_rt;
 
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real O16_pf, dO16_pf_dT;
+    // interpolating O16 partition function
+    get_partition_function_cached(O16, tfactors, pf_cache, O16_pf, dO16_pf_dT);
+
+    amrex::Real z_r = He4_pf * C12_pf;
+    amrex::Real z_p = O16_pf;
+
+    amrex::Real dz_r_dT = C12_pf * dHe4_pf_dT + He4_pf * dC12_pf_dT;
+    amrex::Real dz_p_dT = dO16_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
 
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Si28_to_p_P31(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_F18_to_He4_N14_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Si28 + He4 --> p + P31
+    // F18 --> He4 + N14
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -2080,13 +2273,13 @@ void rate_He4_Si28_to_p_P31(const tf_t& tfactors, amrex::Real& rate, amrex::Real
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10r
-    ln_set_rate =  -11.4335 + -25.6606 * tfactors.T9i + 21.521 * tfactors.T913
-                         + -1.90355 * tfactors.T9 + 0.092724 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  46.248979543913606 + -51.22930570025806 * tfactors.T9i + -36.2504 * tfactors.T913i
+                         + -5.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  25.6606 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 21.521 * tfactors.T923i
-                                  + -1.90355 + (5.0/3.0) * 0.092724 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  51.22930570025806 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -36.2504 * tfactors.T943i
+                                  + (5.0/3.0) * -5.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2097,13 +2290,11 @@ void rate_He4_Si28_to_p_P31(const tf_t& tfactors, amrex::Real& rate, amrex::Real
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  60.3424 + -22.2348 * tfactors.T9i + -31.932 * tfactors.T913i + -77.0334 * tfactors.T913
-                         + -43.6847 * tfactors.T9 + -4.28955 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  38.61457954391361 + -62.19490570025806 * tfactors.T9i + -5.6227 * tfactors.T913i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  22.2348 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -31.932 * tfactors.T943i + (1.0/3.0) * -77.0334 * tfactors.T923i
-                                  + -43.6847 + (5.0/3.0) * -4.28955 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  62.19490570025806 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -5.6227 * tfactors.T943i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2114,13 +2305,11 @@ void rate_He4_Si28_to_p_P31(const tf_t& tfactors, amrex::Real& rate, amrex::Real
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -13.4595 + -24.112 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  24.91191754391361 + -56.38964570025806 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  24.112 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  56.38964570025806 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2131,13 +2320,39 @@ void rate_He4_Si28_to_p_P31(const tf_t& tfactors, amrex::Real& rate, amrex::Real
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real F18_pf, dF18_pf_dT;
+    // interpolating F18 partition function
+    get_partition_function_cached(F18, tfactors, pf_cache, F18_pf, dF18_pf_dT);
+
+    amrex::Real N14_pf, dN14_pf_dT;
+    // setting N14 partition function to 1.0 by default, independent of T
+    N14_pf = 1.0_rt;
+    dN14_pf_dT = 0.0_rt;
+
+    amrex::Real z_r = He4_pf * N14_pf;
+    amrex::Real z_p = F18_pf;
+
+    amrex::Real dz_r_dT = N14_pf * dHe4_pf_dT + He4_pf * dN14_pf_dT;
+    amrex::Real dz_p_dT = dF18_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_P31_to_He4_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Ne20_to_He4_O16_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // P31 + p --> He4 + Si28
+    // Ne20 --> He4 + O16
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -2146,13 +2361,13 @@ void rate_p_P31_to_He4_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10r
-    ln_set_rate =  -10.893 + -3.42575 * tfactors.T9i + 21.521 * tfactors.T913
-                         + -1.90355 * tfactors.T9 + 0.092724 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // co10c
+    ln_set_rate =  34.26581585936365 + -67.65193003813836 * tfactors.T9i + -3.65925 * tfactors.T913
+                         + 0.714224 * tfactors.T9 + -0.00107508 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  3.42575 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 21.521 * tfactors.T923i
-                                  + -1.90355 + (5.0/3.0) * 0.092724 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  67.65193003813836 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -3.65925 * tfactors.T923i
+                                  + 0.714224 + (5.0/3.0) * -0.00107508 * tfactors.T923;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2163,13 +2378,11 @@ void rate_p_P31_to_He4_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -12.919 + -1.87716 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // co10c
+    ln_set_rate =  28.64304585936365 + -65.24613003813835 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  1.87716 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  65.24613003813835 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2180,13 +2393,13 @@ void rate_p_P31_to_He4_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  60.8829 + -31.932 * tfactors.T913i + -77.0334 * tfactors.T913
-                         + -43.6847 * tfactors.T9 + -4.28955 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // co10c
+    ln_set_rate =  48.66033585936365 + -54.887630038138354 * tfactors.T9i + -39.7262 * tfactors.T913i + -0.210799 * tfactors.T913
+                         + 0.442879 * tfactors.T9 + -0.0797753 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -31.932 * tfactors.T943i + (1.0/3.0) * -77.0334 * tfactors.T923i
-                                  + -43.6847 + (5.0/3.0) * -4.28955 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  54.887630038138354 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -39.7262 * tfactors.T943i + (1.0/3.0) * -0.210799 * tfactors.T923i
+                                  + 0.442879 + (5.0/3.0) * -0.0797753 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2197,13 +2410,38 @@ void rate_p_P31_to_He4_Si28(const tf_t& tfactors, amrex::Real& rate, amrex::Real
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real O16_pf, dO16_pf_dT;
+    // interpolating O16 partition function
+    get_partition_function_cached(O16, tfactors, pf_cache, O16_pf, dO16_pf_dT);
+
+    amrex::Real Ne20_pf, dNe20_pf_dT;
+    // interpolating Ne20 partition function
+    get_partition_function_cached(Ne20, tfactors, pf_cache, Ne20_pf, dNe20_pf_dT);
+
+    amrex::Real z_r = He4_pf * O16_pf;
+    amrex::Real z_p = Ne20_pf;
+
+    amrex::Real dz_r_dT = O16_pf * dHe4_pf_dT + He4_pf * dO16_pf_dT;
+    amrex::Real dz_p_dT = dNe20_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_He4_He4_to_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Na22_to_p_Ne21_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // He4 + He4 + He4 --> C12
+    // Na22 --> p + Ne21
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -2212,13 +2450,11 @@ void rate_He4_He4_He4_to_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // fy05r
-    ln_set_rate =  -24.3505 + -4.12656 * tfactors.T9i + -13.49 * tfactors.T913i + 21.4259 * tfactors.T913
-                         + -1.34769 * tfactors.T9 + 0.0879816 * tfactors.T953 + -13.1653 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  -24.579038986172677 + -78.40599033331655 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  4.12656 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -13.49 * tfactors.T943i + (1.0/3.0) * 21.4259 * tfactors.T923i
-                                  + -1.34769 + (5.0/3.0) * 0.0879816 * tfactors.T923 + -13.1653 * tfactors.T9i;
+        dln_set_rate_dT9 =  78.40599033331655 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2229,13 +2465,13 @@ void rate_He4_He4_He4_to_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // fy05r
-    ln_set_rate =  -11.7884 + -1.02446 * tfactors.T9i + -23.57 * tfactors.T913i + 20.4886 * tfactors.T913
-                         + -12.9882 * tfactors.T9 + -20.0 * tfactors.T953 + -2.16667 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  42.145961013827325 + -78.20981033331655 * tfactors.T9i + -19.2096 * tfactors.T913i
+                         + -1.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  1.02446 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -23.57 * tfactors.T943i + (1.0/3.0) * 20.4886 * tfactors.T923i
-                                  + -12.9882 + (5.0/3.0) * -20.0 * tfactors.T923 + -2.16667 * tfactors.T9i;
+        dln_set_rate_dT9 =  78.20981033331655 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -19.2096 * tfactors.T943i
+                                  + (5.0/3.0) * -1.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2246,13 +2482,13 @@ void rate_He4_He4_He4_to_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // fy05n
-    ln_set_rate =  -0.971052 + -37.06 * tfactors.T913i + 29.3493 * tfactors.T913
-                         + -115.507 * tfactors.T9 + -10.0 * tfactors.T953 + -1.33333 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  -16.409838986172673 + -82.42366033331655 * tfactors.T9i + 21.1176 * tfactors.T913i + 34.0411 * tfactors.T913
+                         + -4.45593 * tfactors.T9 + 0.328613 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -37.06 * tfactors.T943i + (1.0/3.0) * 29.3493 * tfactors.T923i
-                                  + -115.507 + (5.0/3.0) * -10.0 * tfactors.T923 + -1.33333 * tfactors.T9i;
+        dln_set_rate_dT9 =  82.42366033331655 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.1176 * tfactors.T943i + (1.0/3.0) * 34.0411 * tfactors.T923i
+                                  + -4.45593 + (5.0/3.0) * 0.328613 * tfactors.T923;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2263,28 +2499,11 @@ void rate_He4_He4_He4_to_C12(const tf_t& tfactors, amrex::Real& rate, amrex::Rea
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
-
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_C12_C12_to_Mg24_modified(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    // C12 + C12 --> Mg24
-
-    rate = 0.0;
-    drate_dT = 0.0;
-
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
-
-    // cf88r
-    ln_set_rate =  -12.8056 + -30.1498 * tfactors.T9i + 11.4826 * tfactors.T913
-                         + 1.82849 * tfactors.T9 + -0.34844 * tfactors.T953;
+    // il10c
+    ln_set_rate =  24.833401013827324 + -79.60938033331655 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  30.1498 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 11.4826 * tfactors.T923i
-                                  + 1.82849 + (5.0/3.0) * -0.34844 * tfactors.T923;
+        dln_set_rate_dT9 =  79.60938033331655 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2295,13 +2514,38 @@ void rate_C12_C12_to_Mg24_modified(const tf_t& tfactors, amrex::Real& rate, amre
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real Ne21_pf, dNe21_pf_dT;
+    // interpolating Ne21 partition function
+    get_partition_function_cached(Ne21, tfactors, pf_cache, Ne21_pf, dNe21_pf_dT);
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real Na22_pf, dNa22_pf_dT;
+    // interpolating Na22 partition function
+    get_partition_function_cached(Na22, tfactors, pf_cache, Na22_pf, dNa22_pf_dT);
+
+    amrex::Real z_r = p_pf * Ne21_pf;
+    amrex::Real z_p = Na22_pf;
+
+    amrex::Real dz_r_dT = Ne21_pf * dp_pf_dT + p_pf * dNe21_pf_dT;
+    amrex::Real dz_p_dT = dNa22_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_O16_O16_to_S32_modified(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Na22_to_He4_F18_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // O16 + O16 --> S32
+    // Na22 --> He4 + F18
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -2310,13 +2554,13 @@ void rate_O16_O16_to_S32_modified(const tf_t& tfactors, amrex::Real& rate, amrex
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // cf88r
-    ln_set_rate =  77.5491 + -0.373641 * tfactors.T9i + -120.83 * tfactors.T913i + -7.72334 * tfactors.T913
-                         + -2.27939 * tfactors.T9 + 0.167655 * tfactors.T953 + 7.62001 * tfactors.lnT9;
+    // rpsmr
+    ln_set_rate =  59.32234728275454 + -100.23588367240258 * tfactors.T9i + 18.8956 * tfactors.T913i + -65.6134 * tfactors.T913
+                         + 1.71114 * tfactors.T9 + -0.0260999 * tfactors.T953 + 39.3396 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  0.373641 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -120.83 * tfactors.T943i + (1.0/3.0) * -7.72334 * tfactors.T923i
-                                  + -2.27939 + (5.0/3.0) * 0.167655 * tfactors.T923 + 7.62001 * tfactors.T9i;
+        dln_set_rate_dT9 =  100.23588367240258 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 18.8956 * tfactors.T943i + (1.0/3.0) * -65.6134 * tfactors.T923i
+                                  + 1.71114 + (5.0/3.0) * -0.0260999 * tfactors.T923 + 39.3396 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2327,13 +2571,38 @@ void rate_O16_O16_to_S32_modified(const tf_t& tfactors, amrex::Real& rate, amrex
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real F18_pf, dF18_pf_dT;
+    // interpolating F18 partition function
+    get_partition_function_cached(F18, tfactors, pf_cache, F18_pf, dF18_pf_dT);
+
+    amrex::Real Na22_pf, dNa22_pf_dT;
+    // interpolating Na22 partition function
+    get_partition_function_cached(Na22, tfactors, pf_cache, Na22_pf, dNa22_pf_dT);
+
+    amrex::Real z_r = He4_pf * F18_pf;
+    amrex::Real z_p = Na22_pf;
+
+    amrex::Real dz_r_dT = F18_pf * dHe4_pf_dT + He4_pf * dF18_pf_dT;
+    amrex::Real dz_p_dT = dNa22_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_C12_O16_to_Si28_modified(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Mg24_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // O16 + C12 --> Si28
+    // Mg24 --> p + Na23
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -2342,13 +2611,13 @@ void rate_C12_O16_to_Si28_modified(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // cf88r
-    ln_set_rate =  -132.213 + -1.46479 * tfactors.T9i + -293.089 * tfactors.T913i + 414.404 * tfactors.T913
-                         + -28.0562 * tfactors.T9 + 1.61807 * tfactors.T953 + -178.28 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  43.93571176470678 + -135.6881490421346 * tfactors.T9i + -20.6428 * tfactors.T913i + 1.52954 * tfactors.T913
+                         + 2.7487 * tfactors.T9 + -1.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  1.46479 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -293.089 * tfactors.T943i + (1.0/3.0) * 414.404 * tfactors.T923i
-                                  + -28.0562 + (5.0/3.0) * 1.61807 * tfactors.T923 + -178.28 * tfactors.T9i;
+        dln_set_rate_dT9 =  135.6881490421346 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -20.6428 * tfactors.T943i + (1.0/3.0) * 1.52954 * tfactors.T923i
+                                  + 2.7487 + (5.0/3.0) * -1.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2359,28 +2628,28 @@ void rate_C12_O16_to_Si28_modified(const tf_t& tfactors, amrex::Real& rate, amre
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
-
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_S32_to_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    // S32 + He4 --> Ar36
+    // il10c
+    ln_set_rate =  34.08761176470678 + -138.9684390421346 * tfactors.T9i + -0.360588 * tfactors.T913
+                         + 1.4187 * tfactors.T9 + -0.184061 * tfactors.T953;
 
-    rate = 0.0;
-    drate_dT = 0.0;
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  138.9684390421346 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -0.360588 * tfactors.T923i
+                                  + 1.4187 + (5.0/3.0) * -0.184061 * tfactors.T923;
+    }
 
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
 
-    // ths8r
-    ln_set_rate =  48.901 + -65.3709 * tfactors.T913i + 5.68294 * tfactors.T913
-                         + -5.00388 * tfactors.T9 + 0.571407 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  20.002361764706784 + -137.3003390421346 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -65.3709 * tfactors.T943i + (1.0/3.0) * 5.68294 * tfactors.T923i
-                                  + -5.00388 + (5.0/3.0) * 0.571407 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  137.3003390421346 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2391,13 +2660,38 @@ void rate_He4_S32_to_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real Na23_pf, dNa23_pf_dT;
+    // interpolating Na23 partition function
+    get_partition_function_cached(Na23, tfactors, pf_cache, Na23_pf, dNa23_pf_dT);
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real Mg24_pf, dMg24_pf_dT;
+    // interpolating Mg24 partition function
+    get_partition_function_cached(Mg24, tfactors, pf_cache, Mg24_pf, dMg24_pf_dT);
+
+    amrex::Real z_r = p_pf * Na23_pf;
+    amrex::Real z_p = Mg24_pf;
+
+    amrex::Real dz_r_dT = Na23_pf * dp_pf_dT + p_pf * dNa23_pf_dT;
+    amrex::Real dz_p_dT = dMg24_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_S32_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Mg24_to_He4_Ne20_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // S32 + He4 --> p + Cl35
+    // Mg24 --> He4 + Ne20
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -2406,13 +2700,11 @@ void rate_He4_S32_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amr
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10r
-    ln_set_rate =  2.42563 + -27.6662 * tfactors.T9i + 5.33756 * tfactors.T913
-                         + 1.64418 * tfactors.T9 + -0.246167 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  -13.886931148855957 + -110.62012330714883 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  27.6662 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 5.33756 * tfactors.T923i
-                                  + 1.64418 + (5.0/3.0) * -0.246167 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  110.62012330714883 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2423,13 +2715,13 @@ void rate_He4_S32_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amr
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -0.877602 + -25.5914 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  49.324368851144044 + -108.11407330714883 * tfactors.T9i + -46.2525 * tfactors.T913i + 5.58901 * tfactors.T913
+                         + 7.61843 * tfactors.T9 + -3.683 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  25.5914 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  108.11407330714883 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -46.2525 * tfactors.T943i + (1.0/3.0) * 5.58901 * tfactors.T923i
+                                  + 7.61843 + (5.0/3.0) * -3.683 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2440,13 +2732,13 @@ void rate_He4_S32_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amr
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -57.395 + -22.1894 * tfactors.T9i + 25.5338 * tfactors.T913
-                         + 6.45824 * tfactors.T9 + -0.950294 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  16.02029885114404 + -120.89497330714883 * tfactors.T9i + 16.9229 * tfactors.T913
+                         + -2.57325 * tfactors.T9 + 0.208997 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  22.1894 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 25.5338 * tfactors.T923i
-                                  + 6.45824 + (5.0/3.0) * -0.950294 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  120.89497330714883 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 16.9229 * tfactors.T923i
+                                  + -2.57325 + (5.0/3.0) * 0.208997 * tfactors.T923;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2457,13 +2749,11 @@ void rate_He4_S32_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amr
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  32.2544 + -21.6564 * tfactors.T9i + -30.9147 * tfactors.T913i + -1.2345 * tfactors.T913
-                         + 22.5118 * tfactors.T9 + -33.0589 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  26.801638851144045 + -117.33433330714882 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  21.6564 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -30.9147 * tfactors.T943i + (1.0/3.0) * -1.2345 * tfactors.T923i
-                                  + 22.5118 + (5.0/3.0) * -33.0589 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  117.33433330714882 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2474,13 +2764,38 @@ void rate_He4_S32_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amr
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real Mg24_pf, dMg24_pf_dT;
+    // interpolating Mg24 partition function
+    get_partition_function_cached(Mg24, tfactors, pf_cache, Mg24_pf, dMg24_pf_dT);
+
+    amrex::Real Ne20_pf, dNe20_pf_dT;
+    // interpolating Ne20 partition function
+    get_partition_function_cached(Ne20, tfactors, pf_cache, Ne20_pf, dNe20_pf_dT);
+
+    amrex::Real z_r = He4_pf * Ne20_pf;
+    amrex::Real z_p = Mg24_pf;
+
+    amrex::Real dz_r_dT = Ne20_pf * dHe4_pf_dT + He4_pf * dNe20_pf_dT;
+    amrex::Real dz_p_dT = dMg24_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Cl35_to_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Si28_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Cl35 + p --> Ar36
+    // Si28 --> p + Al27
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -2489,13 +2804,13 @@ void rate_p_Cl35_to_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10r
-    ln_set_rate =  -9.03294 + -2.00996 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  11.776564828186824 + -136.3434628922348 * tfactors.T9i + 23.8634 * tfactors.T913
+                         + -3.70135 * tfactors.T9 + 0.28964 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  2.00996 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  136.3434628922348 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 23.8634 * tfactors.T923i
+                                  + -3.70135 + (5.0/3.0) * 0.28964 * tfactors.T923;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2506,13 +2821,13 @@ void rate_p_Cl35_to_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -42.5249 + -0.564651 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  111.46636482818681 + -134.8268158922348 * tfactors.T9i + -26.8327 * tfactors.T913i + -116.137 * tfactors.T913
+                         + 0.00950567 * tfactors.T9 + 0.00999755 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  0.564651 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  134.8268158922348 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -26.8327 * tfactors.T943i + (1.0/3.0) * -116.137 * tfactors.T923i
+                                  + 0.00950567 + (5.0/3.0) * 0.00999755 * tfactors.T923;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2523,13 +2838,13 @@ void rate_p_Cl35_to_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  35.6868 + -27.8971 * tfactors.T913i + -16.2304 * tfactors.T913
-                         + 35.255 * tfactors.T9 + -25.8411 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  46.54946482818683 + -134.4395028922348 * tfactors.T9i + -23.2205 * tfactors.T913i
+                         + -2.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -27.8971 * tfactors.T943i + (1.0/3.0) * -16.2304 * tfactors.T923i
-                                  + 35.255 + (5.0/3.0) * -25.8411 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  134.4395028922348 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -23.2205 * tfactors.T943i
+                                  + (5.0/3.0) * -2.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2540,30 +2855,38 @@ void rate_p_Cl35_to_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -7.84699 + -3.65092 * tfactors.T9i + 18.0179 * tfactors.T913
-                         + -2.86304 * tfactors.T9 + 0.250854 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  3.65092 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0179 * tfactors.T923i
-                                  + -2.86304 + (5.0/3.0) * 0.250854 * tfactors.T923 + -1.5 * tfactors.T9i;
-    }
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
 
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
+    amrex::Real Al27_pf, dAl27_pf_dT;
+    // interpolating Al27 partition function
+    get_partition_function_cached(Al27, tfactors, pf_cache, Al27_pf, dAl27_pf_dT);
+
+    amrex::Real Si28_pf, dSi28_pf_dT;
+    // interpolating Si28 partition function
+    get_partition_function_cached(Si28, tfactors, pf_cache, Si28_pf, dSi28_pf_dT);
+
+    amrex::Real z_r = p_pf * Al27_pf;
+    amrex::Real z_p = Si28_pf;
+
+    amrex::Real dz_r_dT = Al27_pf * dp_pf_dT + p_pf * dAl27_pf_dT;
+    amrex::Real dz_p_dT = dSi28_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
 
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ar36_to_He4_S32_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Si28_to_He4_Mg24_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Ar36 --> He4 + S32
+    // Si28 --> He4 + Mg24
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -2572,13 +2895,28 @@ void rate_Ar36_to_He4_S32_removed(const tf_t& tfactors, amrex::Real& rate, amrex
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // ths8r
-    ln_set_rate =  73.8164 + -77.0627 * tfactors.T9i + -65.3709 * tfactors.T913i + 5.68294 * tfactors.T913
-                         + -5.00388 * tfactors.T9 + 0.571407 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    // st08r
+    ln_set_rate =  -25.688574833405916 + -128.69270892750794 * tfactors.T9i + 21.3721 * tfactors.T913i + 37.7649 * tfactors.T913
+                         + -4.10635 * tfactors.T9 + 0.249618 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  77.0627 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -65.3709 * tfactors.T943i + (1.0/3.0) * 5.68294 * tfactors.T923i
-                                  + -5.00388 + (5.0/3.0) * 0.571407 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  128.69270892750794 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.3721 * tfactors.T943i + (1.0/3.0) * 37.7649 * tfactors.T923i
+                                  + -4.10635 + (5.0/3.0) * 0.249618 * tfactors.T923;
+    }
+
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
+    // st08r
+    ln_set_rate =  32.90059516659409 + -131.48850892750792 * tfactors.T9i;
+
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  131.48850892750792 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2589,13 +2927,38 @@ void rate_Ar36_to_He4_S32_removed(const tf_t& tfactors, amrex::Real& rate, amrex
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real Mg24_pf, dMg24_pf_dT;
+    // interpolating Mg24 partition function
+    get_partition_function_cached(Mg24, tfactors, pf_cache, Mg24_pf, dMg24_pf_dT);
+
+    amrex::Real Si28_pf, dSi28_pf_dT;
+    // interpolating Si28 partition function
+    get_partition_function_cached(Si28, tfactors, pf_cache, Si28_pf, dSi28_pf_dT);
+
+    amrex::Real z_r = He4_pf * Mg24_pf;
+    amrex::Real z_p = Si28_pf;
+
+    amrex::Real dz_r_dT = Mg24_pf * dHe4_pf_dT + He4_pf * dMg24_pf_dT;
+    amrex::Real dz_p_dT = dSi28_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ar36_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_S32_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Ar36 --> p + Cl35
+    // S32 --> p + P31
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -2604,13 +2967,13 @@ void rate_Ar36_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10n
-    ln_set_rate =  60.7366 + -98.7191 * tfactors.T9i + -27.8971 * tfactors.T913i + -16.2304 * tfactors.T913
-                         + 35.255 * tfactors.T9 + -25.8411 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  25.172836958303158 + -106.63693563716609 * tfactors.T9i + 8.09341 * tfactors.T913
+                         + -0.615971 * tfactors.T9 + 0.031159 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  98.7191 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -27.8971 * tfactors.T943i + (1.0/3.0) * -16.2304 * tfactors.T923i
-                                  + 35.255 + (5.0/3.0) * -25.8411 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  106.63693563716609 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 8.09341 * tfactors.T923i
+                                  + -0.615971 + (5.0/3.0) * 0.031159 * tfactors.T923;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2621,13 +2984,11 @@ void rate_Ar36_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  17.2028 + -102.37 * tfactors.T9i + 18.0179 * tfactors.T913
-                         + -2.86304 * tfactors.T9 + 0.250854 * tfactors.T953;
+    // il10c
+    ln_set_rate =  21.682890958303158 + -105.11947563716609 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  102.37 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0179 * tfactors.T923i
-                                  + -2.86304 + (5.0/3.0) * 0.250854 * tfactors.T923;
+        dln_set_rate_dT9 =  105.11947563716609 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2638,11 +2999,13 @@ void rate_Ar36_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  16.0169 + -100.729 * tfactors.T9i;
+    // il10c
+    ln_set_rate =  43.610880958303156 + -102.85989563716609 * tfactors.T9i + -25.3278 * tfactors.T913i + 6.4931 * tfactors.T913
+                         + -9.27513 * tfactors.T9 + -0.610439 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  100.729 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  102.85989563716609 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -25.3278 * tfactors.T943i + (1.0/3.0) * 6.4931 * tfactors.T923i
+                                  + -9.27513 + (5.0/3.0) * -0.610439 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2653,28 +3016,38 @@ void rate_Ar36_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -17.4751 + -99.2838 * tfactors.T9i;
 
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  99.2838 * tfactors.T9i * tfactors.T9i;
-    }
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
 
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
+    amrex::Real S32_pf, dS32_pf_dT;
+    // interpolating S32 partition function
+    get_partition_function_cached(S32, tfactors, pf_cache, S32_pf, dS32_pf_dT);
+
+    amrex::Real P31_pf, dP31_pf_dT;
+    // interpolating P31 partition function
+    get_partition_function_cached(P31, tfactors, pf_cache, P31_pf, dP31_pf_dT);
+
+    amrex::Real z_r = p_pf * P31_pf;
+    amrex::Real z_p = S32_pf;
+
+    amrex::Real dz_r_dT = P31_pf * dp_pf_dT + p_pf * dP31_pf_dT;
+    amrex::Real dz_p_dT = dS32_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
 
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Cl35_to_He4_S32_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_S32_to_He4_Si28_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Cl35 + p --> He4 + S32
+    // S32 --> He4 + Si28
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -2683,13 +3056,13 @@ void rate_p_Cl35_to_He4_S32_removed(const tf_t& tfactors, amrex::Real& rate, amr
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // il10r
-    ln_set_rate =  2.29121 + -6.00976 * tfactors.T9i + 5.33756 * tfactors.T913
-                         + 1.64418 * tfactors.T9 + -0.246167 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // ths8r
+    ln_set_rate =  72.81295409739818 + -80.62610309662641 * tfactors.T9i + -59.4896 * tfactors.T913i + 4.47205 * tfactors.T913
+                         + -4.78989 * tfactors.T9 + 0.557201 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  6.00976 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 5.33756 * tfactors.T923i
-                                  + 1.64418 + (5.0/3.0) * -0.246167 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  80.62610309662641 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -59.4896 * tfactors.T943i + (1.0/3.0) * 4.47205 * tfactors.T923i
+                                  + -4.78989 + (5.0/3.0) * 0.557201 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2700,13 +3073,53 @@ void rate_p_Cl35_to_He4_S32_removed(const tf_t& tfactors, amrex::Real& rate, amr
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -1.01202 + -3.93495 * tfactors.T9i
-                         + -1.5 * tfactors.lnT9;
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real S32_pf, dS32_pf_dT;
+    // interpolating S32 partition function
+    get_partition_function_cached(S32, tfactors, pf_cache, S32_pf, dS32_pf_dT);
+
+    amrex::Real Si28_pf, dSi28_pf_dT;
+    // interpolating Si28 partition function
+    get_partition_function_cached(Si28, tfactors, pf_cache, Si28_pf, dSi28_pf_dT);
+
+    amrex::Real z_r = He4_pf * Si28_pf;
+    amrex::Real z_p = S32_pf;
+
+    amrex::Real dz_r_dT = Si28_pf * dHe4_pf_dT + He4_pf * dSi28_pf_dT;
+    amrex::Real dz_p_dT = dS32_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
+}
+
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_C12_to_He4_He4_He4_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+
+    // C12 --> He4 + He4 + He4
+
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // fy05c
+    ln_set_rate =  22.39392447043974 + -88.54942933569913 * tfactors.T9i + -13.49 * tfactors.T913i + 21.4259 * tfactors.T913
+                         + -1.34769 * tfactors.T9 + 0.0879816 * tfactors.T953 + -10.1653 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  3.93495 * tfactors.T9i * tfactors.T9i
-                                  + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  88.54942933569913 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -13.49 * tfactors.T943i + (1.0/3.0) * 21.4259 * tfactors.T923i
+                                  + -1.34769 + (5.0/3.0) * 0.0879816 * tfactors.T923 + -10.1653 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2717,13 +3130,13 @@ void rate_p_Cl35_to_He4_S32_removed(const tf_t& tfactors, amrex::Real& rate, amr
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10r
-    ln_set_rate =  -57.5294 + -0.532931 * tfactors.T9i + 25.5338 * tfactors.T913
-                         + 6.45824 * tfactors.T9 + -0.950294 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // fy05c
+    ln_set_rate =  34.95602447043974 + -85.44732933569914 * tfactors.T9i + -23.57 * tfactors.T913i + 20.4886 * tfactors.T913
+                         + -12.9882 * tfactors.T9 + -20.0 * tfactors.T953 + 0.8333300000000001 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  0.532931 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 25.5338 * tfactors.T923i
-                                  + 6.45824 + (5.0/3.0) * -0.950294 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  85.44732933569914 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -23.57 * tfactors.T943i + (1.0/3.0) * 20.4886 * tfactors.T923i
+                                  + -12.9882 + (5.0/3.0) * -20.0 * tfactors.T923 + 0.8333300000000001 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2734,13 +3147,13 @@ void rate_p_Cl35_to_He4_S32_removed(const tf_t& tfactors, amrex::Real& rate, amr
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // il10n
-    ln_set_rate =  32.12 + -30.9147 * tfactors.T913i + -1.2345 * tfactors.T913
-                         + 22.5118 * tfactors.T9 + -33.0589 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // fy05c
+    ln_set_rate =  45.77337247043974 + -84.42286933569913 * tfactors.T9i + -37.06 * tfactors.T913i + 29.3493 * tfactors.T913
+                         + -115.507 * tfactors.T9 + -10.0 * tfactors.T953 + 1.66667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -30.9147 * tfactors.T943i + (1.0/3.0) * -1.2345 * tfactors.T923i
-                                  + 22.5118 + (5.0/3.0) * -33.0589 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  84.42286933569913 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -37.06 * tfactors.T943i + (1.0/3.0) * 29.3493 * tfactors.T923i
+                                  + -115.507 + (5.0/3.0) * -10.0 * tfactors.T923 + 1.66667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2751,13 +3164,35 @@ void rate_p_Cl35_to_He4_S32_removed(const tf_t& tfactors, amrex::Real& rate, amr
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real C12_pf, dC12_pf_dT;
+    // setting C12 partition function to 1.0 by default, independent of T
+    C12_pf = 1.0_rt;
+    dC12_pf_dT = 0.0_rt;
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real z_r = He4_pf * He4_pf * He4_pf;
+    amrex::Real z_p = C12_pf;
+
+    amrex::Real dz_r_dT = dHe4_pf_dT + dHe4_pf_dT + dHe4_pf_dT;
+    amrex::Real dz_p_dT = dC12_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Ar36_to_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_O16_to_He4_N13_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Ar36 + He4 --> Ca40
+    // O16 + p --> He4 + N13
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -2766,13 +3201,13 @@ void rate_He4_Ar36_to_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // ths8r
-    ln_set_rate =  52.3486 + -71.0046 * tfactors.T913i + 4.0656 * tfactors.T913
-                         + -5.26509 * tfactors.T9 + 0.683546 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // cf88n
+    ln_set_rate =  42.232382494512464 + -60.55237555926846 * tfactors.T9i + -35.829 * tfactors.T913i + -0.530275 * tfactors.T913
+                         + -0.982462 * tfactors.T9 + 0.0808059 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -71.0046 * tfactors.T943i + (1.0/3.0) * 4.0656 * tfactors.T923i
-                                  + -5.26509 + (5.0/3.0) * 0.683546 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  60.55237555926846 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -35.829 * tfactors.T943i + (1.0/3.0) * -0.530275 * tfactors.T923i
+                                  + -0.982462 + (5.0/3.0) * 0.0808059 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2783,45 +3218,44 @@ void rate_He4_Ar36_to_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amre
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
 
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Ar36_to_p_K39_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
 
-    // Ar36 + He4 --> p + K39
+    amrex::Real O16_pf, dO16_pf_dT;
+    // interpolating O16 partition function
+    get_partition_function_cached(O16, tfactors, pf_cache, O16_pf, dO16_pf_dT);
 
-    rate = 0.0;
-    drate_dT = 0.0;
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
 
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
+    amrex::Real N13_pf, dN13_pf_dT;
+    // setting N13 partition function to 1.0 by default, independent of T
+    N13_pf = 1.0_rt;
+    dN13_pf_dT = 0.0_rt;
 
-    // ths8r
-    ln_set_rate =  20.6367 + -14.9533 * tfactors.T9i + -30.0732 * tfactors.T913i + 7.03263 * tfactors.T913
-                         + -1.10085 * tfactors.T9 + 0.133768 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    amrex::Real z_r = He4_pf * N13_pf;
+    amrex::Real z_p = p_pf * O16_pf;
 
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  14.9533 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -30.0732 * tfactors.T943i + (1.0/3.0) * 7.03263 * tfactors.T923i
-                                  + -1.10085 + (5.0/3.0) * 0.133768 * tfactors.T923 + -0.666667 * tfactors.T9i;
-    }
+    amrex::Real dz_r_dT = N13_pf * dHe4_pf_dT + He4_pf * dN13_pf_dT;
+    amrex::Real dz_p_dT = O16_pf * dp_pf_dT + p_pf * dO16_pf_dT;
 
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
 
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_K39_to_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_Ne20_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // K39 + p --> Ca40
+    // Ne20 + He4 --> p + Na23
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -2830,13 +3264,13 @@ void rate_p_K39_to_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // lo18r
-    ln_set_rate =  2761.38 + -5.22234 * tfactors.T9i + 802.18 * tfactors.T913i + -4010.27 * tfactors.T913
-                         + 1136.19 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  -6.377717086437262 + -29.88961364462334 * tfactors.T9i + 19.7297 * tfactors.T913
+                         + -2.20987 * tfactors.T9 + 0.153374 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  5.22234 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 802.18 * tfactors.T943i + (1.0/3.0) * -4010.27 * tfactors.T923i
-                                  + 1136.19 * tfactors.T9i;
+        dln_set_rate_dT9 =  29.88961364462334 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 19.7297 * tfactors.T923i
+                                  + -2.20987 + (5.0/3.0) * 0.153374 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2847,13 +3281,13 @@ void rate_p_K39_to_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // lo18r
-    ln_set_rate =  588.099 + -12.5647 * tfactors.T9i + 641.844 * tfactors.T913i + -1248.49 * tfactors.T913
-                         + 564.926 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  0.227472413562738 + -29.434873644623337 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  12.5647 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 641.844 * tfactors.T943i + (1.0/3.0) * -1248.49 * tfactors.T923i
-                                  + 564.926 * tfactors.T9i;
+        dln_set_rate_dT9 =  29.434873644623337 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2864,13 +3298,13 @@ void rate_p_K39_to_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // lo18r
-    ln_set_rate =  102.252 + -1.66508 * tfactors.T9i + 41.1723 * tfactors.T913i + -149.299 * tfactors.T913
-                         + 10.5229 * tfactors.T9 + -0.68208 * tfactors.T953 + 59.2367 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  19.18524291356274 + -27.573843644623338 * tfactors.T9i + -20.0024 * tfactors.T913i + 11.5988 * tfactors.T913
+                         + -1.37398 * tfactors.T9 + -1.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  1.66508 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 41.1723 * tfactors.T943i + (1.0/3.0) * -149.299 * tfactors.T923i
-                                  + 10.5229 + (5.0/3.0) * -0.68208 * tfactors.T923 + 59.2367 * tfactors.T9i;
+        dln_set_rate_dT9 =  27.573843644623338 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -20.0024 * tfactors.T943i + (1.0/3.0) * 11.5988 * tfactors.T923i
+                                  + -1.37398 + (5.0/3.0) * -1.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2881,13 +3315,43 @@ void rate_p_K39_to_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real Na23_pf, dNa23_pf_dT;
+    // interpolating Na23 partition function
+    get_partition_function_cached(Na23, tfactors, pf_cache, Na23_pf, dNa23_pf_dT);
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real Ne20_pf, dNe20_pf_dT;
+    // interpolating Ne20 partition function
+    get_partition_function_cached(Ne20, tfactors, pf_cache, Ne20_pf, dNe20_pf_dT);
+
+    amrex::Real z_r = p_pf * Na23_pf;
+    amrex::Real z_p = He4_pf * Ne20_pf;
+
+    amrex::Real dz_r_dT = Na23_pf * dp_pf_dT + p_pf * dNa23_pf_dT;
+    amrex::Real dz_p_dT = Ne20_pf * dHe4_pf_dT + He4_pf * dNe20_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ca40_to_He4_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_Ne21_to_He4_F18_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Ca40 --> He4 + Ar36
+    // Ne21 + p --> He4 + F18
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -2896,13 +3360,13 @@ void rate_Ca40_to_He4_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // ths8r
-    ln_set_rate =  77.2826 + -81.6916 * tfactors.T9i + -71.0046 * tfactors.T913i + 4.0656 * tfactors.T913
-                         + -5.26509 * tfactors.T9 + 0.683546 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    // rpsmr
+    ln_set_rate =  50.65368626892722 + -22.049056049959066 * tfactors.T9i + 21.4461 * tfactors.T913i + -73.252 * tfactors.T913
+                         + 2.42329 * tfactors.T9 + -0.077278 * tfactors.T953 + 40.7604 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  81.6916 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -71.0046 * tfactors.T943i + (1.0/3.0) * 4.0656 * tfactors.T923i
-                                  + -5.26509 + (5.0/3.0) * 0.683546 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  22.049056049959066 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.4461 * tfactors.T943i + (1.0/3.0) * -73.252 * tfactors.T923i
+                                  + 2.42329 + (5.0/3.0) * -0.077278 * tfactors.T923 + 40.7604 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2913,13 +3377,43 @@ void rate_Ca40_to_He4_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amre
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real Ne21_pf, dNe21_pf_dT;
+    // interpolating Ne21 partition function
+    get_partition_function_cached(Ne21, tfactors, pf_cache, Ne21_pf, dNe21_pf_dT);
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real F18_pf, dF18_pf_dT;
+    // interpolating F18 partition function
+    get_partition_function_cached(F18, tfactors, pf_cache, F18_pf, dF18_pf_dT);
+
+    amrex::Real z_r = He4_pf * F18_pf;
+    amrex::Real z_p = p_pf * Ne21_pf;
+
+    amrex::Real dz_r_dT = F18_pf * dHe4_pf_dT + He4_pf * dF18_pf_dT;
+    amrex::Real dz_p_dT = Ne21_pf * dp_pf_dT + p_pf * dNe21_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ca40_to_p_K39_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_Mg24_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Ca40 --> p + K39
+    // Mg24 + He4 --> p + Al27
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -2928,13 +3422,13 @@ void rate_Ca40_to_p_K39_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // lo18r
-    ln_set_rate =  613.153 + -109.213 * tfactors.T9i + 641.844 * tfactors.T913i + -1248.49 * tfactors.T913
-                         + 566.426 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  -6.445750338407261 + -22.82086933218981 * tfactors.T9i + 18.0416 * tfactors.T913
+                         + -1.54137 * tfactors.T9 + 0.0847506 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  109.213 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 641.844 * tfactors.T943i + (1.0/3.0) * -1248.49 * tfactors.T923i
-                                  + 566.426 * tfactors.T9i;
+        dln_set_rate_dT9 =  22.82086933218981 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0416 * tfactors.T923i
+                                  + -1.54137 + (5.0/3.0) * 0.0847506 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2945,13 +3439,13 @@ void rate_Ca40_to_p_K39_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // lo18r
-    ln_set_rate =  127.306 + -98.3134 * tfactors.T9i + 41.1723 * tfactors.T913i + -149.299 * tfactors.T913
-                         + 10.5229 * tfactors.T9 + -0.68208 * tfactors.T953 + 60.7367 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  -26.286160338407264 + -19.54138133218981 * tfactors.T9i + 5.18642 * tfactors.T913i + -34.7936 * tfactors.T913
+                         + 168.225 * tfactors.T9 + -115.825 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  98.3134 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 41.1723 * tfactors.T943i + (1.0/3.0) * -149.299 * tfactors.T923i
-                                  + 10.5229 + (5.0/3.0) * -0.68208 * tfactors.T923 + 60.7367 * tfactors.T9i;
+        dln_set_rate_dT9 =  19.54138133218981 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 5.18642 * tfactors.T943i + (1.0/3.0) * -34.7936 * tfactors.T923i
+                                  + 168.225 + (5.0/3.0) * -115.825 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2962,13 +3456,13 @@ void rate_Ca40_to_p_K39_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // lo18r
-    ln_set_rate =  2786.44 + -101.871 * tfactors.T9i + 802.18 * tfactors.T913i + -4010.27 * tfactors.T913
-                         + 1137.69 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  30.03973966159274 + -18.578369332189812 * tfactors.T9i + -26.4162 * tfactors.T913i
+                         + -2.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  101.871 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 802.18 * tfactors.T943i + (1.0/3.0) * -4010.27 * tfactors.T923i
-                                  + 1137.69 * tfactors.T9i;
+        dln_set_rate_dT9 =  18.578369332189812 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -26.4162 * tfactors.T943i
+                                  + (5.0/3.0) * -2.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2979,13 +3473,43 @@ void rate_Ca40_to_p_K39_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real Al27_pf, dAl27_pf_dT;
+    // interpolating Al27 partition function
+    get_partition_function_cached(Al27, tfactors, pf_cache, Al27_pf, dAl27_pf_dT);
+
+    amrex::Real Mg24_pf, dMg24_pf_dT;
+    // interpolating Mg24 partition function
+    get_partition_function_cached(Mg24, tfactors, pf_cache, Mg24_pf, dMg24_pf_dT);
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real z_r = p_pf * Al27_pf;
+    amrex::Real z_p = He4_pf * Mg24_pf;
+
+    amrex::Real dz_r_dT = Al27_pf * dp_pf_dT + p_pf * dAl27_pf_dT;
+    amrex::Real dz_p_dT = Mg24_pf * dHe4_pf_dT + He4_pf * dMg24_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_K39_to_He4_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_Si28_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // K39 + p --> He4 + Ar36
+    // Si28 + He4 --> p + P31
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -2994,13 +3518,13 @@ void rate_p_K39_to_He4_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amr
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // ths8r
-    ln_set_rate =  20.5166 + -30.0732 * tfactors.T913i + 7.03263 * tfactors.T913
-                         + -1.10085 * tfactors.T9 + 0.133768 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  -11.433473139095032 + -25.65965858572089 * tfactors.T9i + 21.521 * tfactors.T913
+                         + -1.90355 * tfactors.T9 + 0.092724 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -30.0732 * tfactors.T943i + (1.0/3.0) * 7.03263 * tfactors.T923i
-                                  + -1.10085 + (5.0/3.0) * 0.133768 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  25.65965858572089 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 21.521 * tfactors.T923i
+                                  + -1.90355 + (5.0/3.0) * 0.092724 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3011,28 +3535,13 @@ void rate_p_K39_to_He4_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amr
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
-
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Ca40_to_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    // Ca40 + He4 --> Ti44
-
-    rate = 0.0;
-    drate_dT = 0.0;
-
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
-
-    // chw0 
-    ln_set_rate =  53.75 + -76.4273 * tfactors.T913i + 3.87451 * tfactors.T913
-                         + -3.61477 * tfactors.T9 + 0.367451 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  -13.459473139095032 + -24.11106858572089 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -76.4273 * tfactors.T943i + (1.0/3.0) * 3.87451 * tfactors.T923i
-                                  + -3.61477 + (5.0/3.0) * 0.367451 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  24.11106858572089 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3043,28 +3552,13 @@ void rate_He4_Ca40_to_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amre
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
-
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Ca40_to_p_Sc43_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    // Ca40 + He4 --> p + Sc43
-
-    rate = 0.0;
-    drate_dT = 0.0;
-
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
-
-    // ths8r
-    ln_set_rate =  35.6575 + -40.8757 * tfactors.T9i + -32.1734 * tfactors.T913i + 0.0296879 * tfactors.T913
-                         + -0.95232 * tfactors.T9 + 0.129022 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  60.342426860904965 + -22.23390858572089 * tfactors.T9i + -31.932 * tfactors.T913i + -77.0334 * tfactors.T913
+                         + -43.6847 * tfactors.T9 + -4.28955 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  40.8757 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * 0.0296879 * tfactors.T923i
-                                  + -0.95232 + (5.0/3.0) * 0.129022 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  22.23390858572089 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -31.932 * tfactors.T943i + (1.0/3.0) * -77.0334 * tfactors.T923i
+                                  + -43.6847 + (5.0/3.0) * -4.28955 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3075,13 +3569,43 @@ void rate_He4_Ca40_to_p_Sc43_removed(const tf_t& tfactors, amrex::Real& rate, am
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real P31_pf, dP31_pf_dT;
+    // interpolating P31 partition function
+    get_partition_function_cached(P31, tfactors, pf_cache, P31_pf, dP31_pf_dT);
+
+    amrex::Real Si28_pf, dSi28_pf_dT;
+    // interpolating Si28 partition function
+    get_partition_function_cached(Si28, tfactors, pf_cache, Si28_pf, dSi28_pf_dT);
+
+    amrex::Real z_r = p_pf * P31_pf;
+    amrex::Real z_p = He4_pf * Si28_pf;
+
+    amrex::Real dz_r_dT = P31_pf * dp_pf_dT + p_pf * dP31_pf_dT;
+    amrex::Real dz_p_dT = Si28_pf * dHe4_pf_dT + He4_pf * dSi28_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Sc43_to_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_S32_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Sc43 + p --> Ti44
+    // S32 + He4 --> p + Cl35
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -3090,13 +3614,13 @@ void rate_p_Sc43_to_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // ths8r
-    ln_set_rate =  36.8432 + -32.1734 * tfactors.T913i + -1.77078 * tfactors.T913
-                         + -2.21706 * tfactors.T9 + 0.298499 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  2.425628238034531 + -27.66622776398283 * tfactors.T9i + 5.33756 * tfactors.T913
+                         + 1.64418 * tfactors.T9 + -0.246167 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * -1.77078 * tfactors.T923i
-                                  + -2.21706 + (5.0/3.0) * 0.298499 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  27.66622776398283 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 5.33756 * tfactors.T923i
+                                  + 1.64418 + (5.0/3.0) * -0.246167 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3107,28 +3631,13 @@ void rate_p_Sc43_to_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
-
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ti44_to_He4_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    // Ti44 --> He4 + Ca40
-
-    rate = 0.0;
-    drate_dT = 0.0;
-
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
-
-    // chw0 
-    ln_set_rate =  78.6991 + -59.4974 * tfactors.T9i + -76.4273 * tfactors.T913i + 3.87451 * tfactors.T913
-                         + -3.61477 * tfactors.T9 + 0.367451 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  -0.877601761965469 + -25.59141776398283 * tfactors.T9i
+                         + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  59.4974 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -76.4273 * tfactors.T943i + (1.0/3.0) * 3.87451 * tfactors.T923i
-                                  + -3.61477 + (5.0/3.0) * 0.367451 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  25.59141776398283 * tfactors.T9i * tfactors.T9i
+                                  + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3139,28 +3648,13 @@ void rate_Ti44_to_He4_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amre
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
-
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ti44_to_p_Sc43_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    // Ti44 --> p + Sc43
-
-    rate = 0.0;
-    drate_dT = 0.0;
-
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
-
-    // ths8r
-    ln_set_rate =  62.5939 + -100.373 * tfactors.T9i + -32.1734 * tfactors.T913i + -1.77078 * tfactors.T913
-                         + -2.21706 * tfactors.T9 + 0.298499 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  -57.39498176196547 + -22.18939876398283 * tfactors.T9i + 25.5338 * tfactors.T913
+                         + 6.45824 * tfactors.T9 + -0.950294 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  100.373 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * -1.77078 * tfactors.T923i
-                                  + -2.21706 + (5.0/3.0) * 0.298499 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  22.18939876398283 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 25.5338 * tfactors.T923i
+                                  + 6.45824 + (5.0/3.0) * -0.950294 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3171,28 +3665,13 @@ void rate_Ti44_to_p_Sc43_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
-
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Sc43_to_He4_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    // Sc43 + p --> He4 + Ca40
-
-    rate = 0.0;
-    drate_dT = 0.0;
-
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
-
-    // ths8r
-    ln_set_rate =  34.8559 + -32.1734 * tfactors.T913i + 0.0296879 * tfactors.T913
-                         + -0.95232 * tfactors.T9 + 0.129022 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  32.25441823803453 + -21.65646776398283 * tfactors.T9i + -30.9147 * tfactors.T913i + -1.2345 * tfactors.T913
+                         + 22.5118 * tfactors.T9 + -33.0589 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * 0.0296879 * tfactors.T923i
-                                  + -0.95232 + (5.0/3.0) * 0.129022 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  21.65646776398283 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -30.9147 * tfactors.T943i + (1.0/3.0) * -1.2345 * tfactors.T923i
+                                  + 22.5118 + (5.0/3.0) * -33.0589 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3203,13 +3682,43 @@ void rate_p_Sc43_to_He4_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, am
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real Cl35_pf, dCl35_pf_dT;
+    // interpolating Cl35 partition function
+    get_partition_function_cached(Cl35, tfactors, pf_cache, Cl35_pf, dCl35_pf_dT);
+
+    amrex::Real S32_pf, dS32_pf_dT;
+    // interpolating S32 partition function
+    get_partition_function_cached(S32, tfactors, pf_cache, S32_pf, dS32_pf_dT);
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real z_r = p_pf * Cl35_pf;
+    amrex::Real z_p = He4_pf * S32_pf;
+
+    amrex::Real dz_r_dT = Cl35_pf * dp_pf_dT + p_pf * dCl35_pf_dT;
+    amrex::Real dz_p_dT = S32_pf * dHe4_pf_dT + He4_pf * dS32_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Ti44_to_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Ar36_to_He4_S32_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Ti44 + He4 --> Cr48
+    // Ar36 --> He4 + S32
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -3219,12 +3728,12 @@ void rate_He4_Ti44_to_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  64.7958 + -81.667 * tfactors.T913i + -10.6333 * tfactors.T913
-                         + -0.672613 * tfactors.T9 + 0.161209 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    ln_set_rate =  73.81637663285039 + -77.06281976216322 * tfactors.T9i + -65.3709 * tfactors.T913i + 5.68294 * tfactors.T913
+                         + -5.00388 * tfactors.T9 + 0.571407 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -81.667 * tfactors.T943i + (1.0/3.0) * -10.6333 * tfactors.T923i
-                                  + -0.672613 + (5.0/3.0) * 0.161209 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  77.06281976216322 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -65.3709 * tfactors.T943i + (1.0/3.0) * 5.68294 * tfactors.T923i
+                                  + -5.00388 + (5.0/3.0) * 0.571407 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3235,45 +3744,38 @@ void rate_He4_Ti44_to_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amre
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
 
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Ti44_to_p_V47_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
 
-    // Ti44 + He4 --> p + V47
+    amrex::Real S32_pf, dS32_pf_dT;
+    // interpolating S32 partition function
+    get_partition_function_cached(S32, tfactors, pf_cache, S32_pf, dS32_pf_dT);
 
-    rate = 0.0;
-    drate_dT = 0.0;
+    amrex::Real Ar36_pf, dAr36_pf_dT;
+    // interpolating Ar36 partition function
+    get_partition_function_cached(Ar36, tfactors, pf_cache, Ar36_pf, dAr36_pf_dT);
 
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
+    amrex::Real z_r = He4_pf * S32_pf;
+    amrex::Real z_p = Ar36_pf;
 
-    // chw0r
-    ln_set_rate =  -76.5154 + -10.7931 * tfactors.T9i + 70.2835 * tfactors.T913
-                         + -7.99061 * tfactors.T9 + 0.486213 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    amrex::Real dz_r_dT = S32_pf * dHe4_pf_dT + He4_pf * dS32_pf_dT;
+    amrex::Real dz_p_dT = dAr36_pf_dT;
 
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  10.7931 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 70.2835 * tfactors.T923i
-                                  + -7.99061 + (5.0/3.0) * 0.486213 * tfactors.T923 + -1.5 * tfactors.T9i;
-    }
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
 
-    // avoid underflows by zeroing rates in [0.0, 1.e-100]
-    ln_set_rate = std::max(ln_set_rate, -230.0);
-    set_rate = std::exp(ln_set_rate);
-    rate += set_rate;
-    if constexpr (do_T_derivatives) {
-        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
-    }
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
 
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_V47_to_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Ar36_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // V47 + p --> Cr48
+    // Ar36 --> p + Cl35
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -3282,13 +3784,11 @@ void rate_p_V47_to_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // nfisn
-    ln_set_rate =  42.6798 + -6.0593 * tfactors.T9i + -34.0548 * tfactors.T913i + -3.41973 * tfactors.T913
-                         + 1.16501 * tfactors.T9 + -0.105543 * tfactors.T953 + -7.70886 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  16.01685487088493 + -100.72924752614605 * tfactors.T9i;
 
-    if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  6.0593 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -34.0548 * tfactors.T943i + (1.0/3.0) * -3.41973 * tfactors.T923i
-                                  + 1.16501 + (5.0/3.0) * -0.105543 * tfactors.T923 + -7.70886 * tfactors.T9i;
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  100.72924752614605 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3299,13 +3799,11 @@ void rate_p_V47_to_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // nfisn
-    ln_set_rate =  511.463 + -5.29491 * tfactors.T9i + 317.171 * tfactors.T913i + -911.679 * tfactors.T913
-                         + 94.4245 * tfactors.T9 + -10.1973 * tfactors.T953 + 330.727 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  -17.47510512911507 + -99.28393852614604 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  5.29491 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 317.171 * tfactors.T943i + (1.0/3.0) * -911.679 * tfactors.T923i
-                                  + 94.4245 + (5.0/3.0) * -10.1973 * tfactors.T923 + 330.727 * tfactors.T9i;
+        dln_set_rate_dT9 =  99.28393852614604 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3316,13 +3814,13 @@ void rate_p_V47_to_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // nfisn
-    ln_set_rate =  23.8315 + 0.246665 * tfactors.T9i + -45.9868 * tfactors.T913i + 13.6822 * tfactors.T913
-                         + -0.376902 * tfactors.T9 + -0.0194875 * tfactors.T953 + -8.42325 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  60.73659487088493 + -98.71928752614605 * tfactors.T9i + -27.8971 * tfactors.T913i + -16.2304 * tfactors.T913
+                         + 35.255 * tfactors.T9 + -25.8411 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  -0.246665 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -45.9868 * tfactors.T943i + (1.0/3.0) * 13.6822 * tfactors.T923i
-                                  + -0.376902 + (5.0/3.0) * -0.0194875 * tfactors.T923 + -8.42325 * tfactors.T9i;
+        dln_set_rate_dT9 =  98.71928752614605 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -27.8971 * tfactors.T943i + (1.0/3.0) * -16.2304 * tfactors.T923i
+                                  + 35.255 + (5.0/3.0) * -25.8411 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3333,13 +3831,13 @@ void rate_p_V47_to_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // nfisn
-    ln_set_rate =  40.5626 + -0.514414 * tfactors.T9i + -110.655 * tfactors.T913i + 83.0232 * tfactors.T913
-                         + -19.7762 * tfactors.T9 + 3.03961 * tfactors.T953 + -49.4742 * tfactors.lnT9;
+    // il10c
+    ln_set_rate =  17.202804870884933 + -102.37020752614605 * tfactors.T9i + 18.0179 * tfactors.T913
+                         + -2.86304 * tfactors.T9 + 0.250854 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  0.514414 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -110.655 * tfactors.T943i + (1.0/3.0) * 83.0232 * tfactors.T923i
-                                  + -19.7762 + (5.0/3.0) * 3.03961 * tfactors.T923 + -49.4742 * tfactors.T9i;
+        dln_set_rate_dT9 =  102.37020752614605 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0179 * tfactors.T923i
+                                  + -2.86304 + (5.0/3.0) * 0.250854 * tfactors.T923;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3350,13 +3848,38 @@ void rate_p_V47_to_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real Cl35_pf, dCl35_pf_dT;
+    // interpolating Cl35 partition function
+    get_partition_function_cached(Cl35, tfactors, pf_cache, Cl35_pf, dCl35_pf_dT);
+
+    amrex::Real Ar36_pf, dAr36_pf_dT;
+    // interpolating Ar36 partition function
+    get_partition_function_cached(Ar36, tfactors, pf_cache, Ar36_pf, dAr36_pf_dT);
+
+    amrex::Real z_r = p_pf * Cl35_pf;
+    amrex::Real z_p = Ar36_pf;
+
+    amrex::Real dz_r_dT = Cl35_pf * dp_pf_dT + p_pf * dCl35_pf_dT;
+    amrex::Real dz_p_dT = dAr36_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Cr48_to_He4_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_Ar36_to_p_K39_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Cr48 --> He4 + Ti44
+    // Ar36 + He4 --> p + K39
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -3366,12 +3889,12 @@ void rate_Cr48_to_He4_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  89.7573 + -89.3041 * tfactors.T9i + -81.667 * tfactors.T913i + -10.6333 * tfactors.T913
-                         + -0.672613 * tfactors.T9 + 0.161209 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    ln_set_rate =  20.636664061510302 + -14.953349961318928 * tfactors.T9i + -30.0732 * tfactors.T913i + 7.03263 * tfactors.T913
+                         + -1.10085 * tfactors.T9 + 0.133768 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  89.3041 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -81.667 * tfactors.T943i + (1.0/3.0) * -10.6333 * tfactors.T923i
-                                  + -0.672613 + (5.0/3.0) * 0.161209 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  14.953349961318928 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -30.0732 * tfactors.T943i + (1.0/3.0) * 7.03263 * tfactors.T923i
+                                  + -1.10085 + (5.0/3.0) * 0.133768 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3382,13 +3905,43 @@ void rate_Cr48_to_He4_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amre
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real K39_pf, dK39_pf_dT;
+    // interpolating K39 partition function
+    get_partition_function_cached(K39, tfactors, pf_cache, K39_pf, dK39_pf_dT);
+
+    amrex::Real Ar36_pf, dAr36_pf_dT;
+    // interpolating Ar36 partition function
+    get_partition_function_cached(Ar36, tfactors, pf_cache, Ar36_pf, dAr36_pf_dT);
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real z_r = p_pf * K39_pf;
+    amrex::Real z_p = He4_pf * Ar36_pf;
+
+    amrex::Real dz_r_dT = K39_pf * dp_pf_dT + p_pf * dK39_pf_dT;
+    amrex::Real dz_p_dT = Ar36_pf * dHe4_pf_dT + He4_pf * dAr36_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Cr48_to_p_V47_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Ca40_to_He4_Ar36_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Cr48 --> p + V47
+    // Ca40 --> He4 + Ar36
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -3397,13 +3950,13 @@ void rate_Cr48_to_p_V47_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // nfisn
-    ln_set_rate =  65.6231 + -94.5854 * tfactors.T9i + -110.655 * tfactors.T913i + 83.0232 * tfactors.T913
-                         + -19.7762 * tfactors.T9 + 3.03961 * tfactors.T953 + -47.9742 * tfactors.lnT9;
+    // ths8r
+    ln_set_rate =  77.28261041284823 + -81.69174599574632 * tfactors.T9i + -71.0046 * tfactors.T913i + 4.0656 * tfactors.T913
+                         + -5.26509 * tfactors.T9 + 0.683546 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  94.5854 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -110.655 * tfactors.T943i + (1.0/3.0) * 83.0232 * tfactors.T923i
-                                  + -19.7762 + (5.0/3.0) * 3.03961 * tfactors.T923 + -47.9742 * tfactors.T9i;
+        dln_set_rate_dT9 =  81.69174599574632 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -71.0046 * tfactors.T943i + (1.0/3.0) * 4.0656 * tfactors.T923i
+                                  + -5.26509 + (5.0/3.0) * 0.683546 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3414,13 +3967,53 @@ void rate_Cr48_to_p_V47_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // nfisn
-    ln_set_rate =  67.7403 + -100.13 * tfactors.T9i + -34.0548 * tfactors.T913i + -3.41973 * tfactors.T913
-                         + 1.16501 * tfactors.T9 + -0.105543 * tfactors.T953 + -6.20886 * tfactors.lnT9;
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real Ca40_pf, dCa40_pf_dT;
+    // interpolating Ca40 partition function
+    get_partition_function_cached(Ca40, tfactors, pf_cache, Ca40_pf, dCa40_pf_dT);
+
+    amrex::Real Ar36_pf, dAr36_pf_dT;
+    // interpolating Ar36 partition function
+    get_partition_function_cached(Ar36, tfactors, pf_cache, Ar36_pf, dAr36_pf_dT);
+
+    amrex::Real z_r = He4_pf * Ar36_pf;
+    amrex::Real z_p = Ca40_pf;
+
+    amrex::Real dz_r_dT = Ar36_pf * dHe4_pf_dT + He4_pf * dAr36_pf_dT;
+    amrex::Real dz_p_dT = dCa40_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
+}
+
+template <int do_T_derivatives>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void rate_Ca40_to_p_K39_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+
+    // Ca40 --> p + K39
+
+    rate = 0.0;
+    drate_dT = 0.0;
+
+    amrex::Real ln_set_rate{0.0};
+    amrex::Real dln_set_rate_dT9{0.0};
+    amrex::Real set_rate{0.0};
+
+    // lo18r
+    ln_set_rate =  2786.4340744743586 + -101.86662364079672 * tfactors.T9i + 802.18 * tfactors.T913i + -4010.27 * tfactors.T913
+                         + 1137.69 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  100.13 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -34.0548 * tfactors.T943i + (1.0/3.0) * -3.41973 * tfactors.T923i
-                                  + 1.16501 + (5.0/3.0) * -0.105543 * tfactors.T923 + -6.20886 * tfactors.T9i;
+        dln_set_rate_dT9 =  101.86662364079672 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 802.18 * tfactors.T943i + (1.0/3.0) * -4010.27 * tfactors.T923i
+                                  + 1137.69 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3431,13 +4024,13 @@ void rate_Cr48_to_p_V47_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // nfisn
-    ln_set_rate =  536.523 + -99.3659 * tfactors.T9i + 317.171 * tfactors.T913i + -911.679 * tfactors.T913
-                         + 94.4245 * tfactors.T9 + -10.1973 * tfactors.T953 + 332.227 * tfactors.lnT9;
+    // lo18r
+    ln_set_rate =  613.1530744743586 + -109.20898364079672 * tfactors.T9i + 641.844 * tfactors.T913i + -1248.49 * tfactors.T913
+                         + 566.426 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  99.3659 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 317.171 * tfactors.T943i + (1.0/3.0) * -911.679 * tfactors.T923i
-                                  + 94.4245 + (5.0/3.0) * -10.1973 * tfactors.T923 + 332.227 * tfactors.T9i;
+        dln_set_rate_dT9 =  109.20898364079672 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 641.844 * tfactors.T943i + (1.0/3.0) * -1248.49 * tfactors.T923i
+                                  + 566.426 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3448,13 +4041,13 @@ void rate_Cr48_to_p_V47_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-    // nfisn
-    ln_set_rate =  48.892 + -93.8243 * tfactors.T9i + -45.9868 * tfactors.T913i + 13.6822 * tfactors.T913
-                         + -0.376902 * tfactors.T9 + -0.0194875 * tfactors.T953 + -6.92325 * tfactors.lnT9;
+    // lo18r
+    ln_set_rate =  127.30607447435852 + -98.30936364079672 * tfactors.T9i + 41.1723 * tfactors.T913i + -149.299 * tfactors.T913
+                         + 10.5229 * tfactors.T9 + -0.68208 * tfactors.T953 + 60.7367 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  93.8243 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -45.9868 * tfactors.T943i + (1.0/3.0) * 13.6822 * tfactors.T923i
-                                  + -0.376902 + (5.0/3.0) * -0.0194875 * tfactors.T923 + -6.92325 * tfactors.T9i;
+        dln_set_rate_dT9 =  98.30936364079672 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 41.1723 * tfactors.T943i + (1.0/3.0) * -149.299 * tfactors.T923i
+                                  + 10.5229 + (5.0/3.0) * -0.68208 * tfactors.T923 + 60.7367 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3465,13 +4058,38 @@ void rate_Cr48_to_p_V47_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real Ca40_pf, dCa40_pf_dT;
+    // interpolating Ca40 partition function
+    get_partition_function_cached(Ca40, tfactors, pf_cache, Ca40_pf, dCa40_pf_dT);
+
+    amrex::Real K39_pf, dK39_pf_dT;
+    // interpolating K39 partition function
+    get_partition_function_cached(K39, tfactors, pf_cache, K39_pf, dK39_pf_dT);
+
+    amrex::Real z_r = p_pf * K39_pf;
+    amrex::Real z_p = Ca40_pf;
+
+    amrex::Real dz_r_dT = K39_pf * dp_pf_dT + p_pf * dK39_pf_dT;
+    amrex::Real dz_p_dT = dCa40_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_V47_to_He4_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_He4_Ca40_to_p_Sc43_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // V47 + p --> He4 + Ti44
+    // Ca40 + He4 --> p + Sc43
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -3480,13 +4098,13 @@ void rate_p_V47_to_He4_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amr
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // chw0r
-    ln_set_rate =  -76.6143 + -6.02945 * tfactors.T9i + 70.2835 * tfactors.T913
-                         + -7.99061 * tfactors.T9 + 0.486213 * tfactors.T953 + -1.5 * tfactors.lnT9;
+    // ths8r
+    ln_set_rate =  35.65752817292938 + -40.87575463203665 * tfactors.T9i + -32.1734 * tfactors.T913i + 0.0296879 * tfactors.T913
+                         + -0.95232 * tfactors.T9 + 0.129022 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  6.02945 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 70.2835 * tfactors.T923i
-                                  + -7.99061 + (5.0/3.0) * 0.486213 * tfactors.T923 + -1.5 * tfactors.T9i;
+        dln_set_rate_dT9 =  40.87575463203665 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * 0.0296879 * tfactors.T923i
+                                  + -0.95232 + (5.0/3.0) * 0.129022 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3497,13 +4115,43 @@ void rate_p_V47_to_He4_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amr
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real Ca40_pf, dCa40_pf_dT;
+    // interpolating Ca40 partition function
+    get_partition_function_cached(Ca40, tfactors, pf_cache, Ca40_pf, dCa40_pf_dT);
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real Sc43_pf, dSc43_pf_dT;
+    // interpolating Sc43 partition function
+    get_partition_function_cached(Sc43, tfactors, pf_cache, Sc43_pf, dSc43_pf_dT);
+
+    amrex::Real z_r = p_pf * Sc43_pf;
+    amrex::Real z_p = He4_pf * Ca40_pf;
+
+    amrex::Real dz_r_dT = Sc43_pf * dp_pf_dT + p_pf * dSc43_pf_dT;
+    amrex::Real dz_p_dT = Ca40_pf * dHe4_pf_dT + He4_pf * dCa40_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Cr48_to_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Ti44_to_He4_Ca40_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Cr48 + He4 --> Fe52
+    // Ti44 --> He4 + Ca40
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -3512,13 +4160,13 @@ void rate_He4_Cr48_to_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // ths8r
-    ln_set_rate =  65.1754 + -86.7459 * tfactors.T913i + -9.79373 * tfactors.T913
-                         + -0.772169 * tfactors.T9 + 0.155883 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // chw0 
+    ln_set_rate =  78.69908591662849 + -59.4975248620018 * tfactors.T9i + -76.4273 * tfactors.T913i + 3.87451 * tfactors.T913
+                         + -3.61477 * tfactors.T9 + 0.367451 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * -9.79373 * tfactors.T923i
-                                  + -0.772169 + (5.0/3.0) * 0.155883 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  59.4975248620018 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -76.4273 * tfactors.T943i + (1.0/3.0) * 3.87451 * tfactors.T923i
+                                  + -3.61477 + (5.0/3.0) * 0.367451 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3529,13 +4177,38 @@ void rate_He4_Cr48_to_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amre
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real Ca40_pf, dCa40_pf_dT;
+    // interpolating Ca40 partition function
+    get_partition_function_cached(Ca40, tfactors, pf_cache, Ca40_pf, dCa40_pf_dT);
+
+    amrex::Real Ti44_pf, dTi44_pf_dT;
+    // interpolating Ti44 partition function
+    get_partition_function_cached(Ti44, tfactors, pf_cache, Ti44_pf, dTi44_pf_dT);
+
+    amrex::Real z_r = He4_pf * Ca40_pf;
+    amrex::Real z_p = Ti44_pf;
+
+    amrex::Real dz_r_dT = Ca40_pf * dHe4_pf_dT + He4_pf * dCa40_pf_dT;
+    amrex::Real dz_p_dT = dTi44_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Cr48_to_p_Mn51_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Ti44_to_p_Sc43_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Cr48 + He4 --> p + Mn51
+    // Ti44 --> p + Sc43
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -3545,12 +4218,12 @@ void rate_He4_Cr48_to_p_Mn51_removed(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  59.2276 + -86.7459 * tfactors.T913i + 1.05653 * tfactors.T913
-                         + -1.15757 * tfactors.T9 + 0.0877546 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    ln_set_rate =  62.59391408955788 + -100.37327949403844 * tfactors.T9i + -32.1734 * tfactors.T913i + -1.77078 * tfactors.T913
+                         + -2.21706 * tfactors.T9 + 0.298499 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * 1.05653 * tfactors.T923i
-                                  + -1.15757 + (5.0/3.0) * 0.0877546 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  100.37327949403844 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * -1.77078 * tfactors.T923i
+                                  + -2.21706 + (5.0/3.0) * 0.298499 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3561,13 +4234,38 @@ void rate_He4_Cr48_to_p_Mn51_removed(const tf_t& tfactors, amrex::Real& rate, am
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real Ti44_pf, dTi44_pf_dT;
+    // interpolating Ti44 partition function
+    get_partition_function_cached(Ti44, tfactors, pf_cache, Ti44_pf, dTi44_pf_dT);
+
+    amrex::Real Sc43_pf, dSc43_pf_dT;
+    // interpolating Sc43 partition function
+    get_partition_function_cached(Sc43, tfactors, pf_cache, Sc43_pf, dSc43_pf_dT);
+
+    amrex::Real z_r = p_pf * Sc43_pf;
+    amrex::Real z_p = Ti44_pf;
+
+    amrex::Real dz_r_dT = Sc43_pf * dp_pf_dT + p_pf * dSc43_pf_dT;
+    amrex::Real dz_p_dT = dTi44_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Mn51_to_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Cr48_to_He4_Ti44_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Mn51 + p --> Fe52
+    // Cr48 --> He4 + Ti44
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -3577,12 +4275,12 @@ void rate_p_Mn51_to_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  36.2596 + -36.1825 * tfactors.T913i + 0.873042 * tfactors.T913
-                         + -2.89731 * tfactors.T9 + 0.364394 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    ln_set_rate =  89.75733412085052 + -89.3041938384302 * tfactors.T9i + -81.667 * tfactors.T913i + -10.6333 * tfactors.T913
+                         + -0.672613 * tfactors.T9 + 0.161209 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -36.1825 * tfactors.T943i + (1.0/3.0) * 0.873042 * tfactors.T923i
-                                  + -2.89731 + (5.0/3.0) * 0.364394 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  89.3041938384302 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -81.667 * tfactors.T943i + (1.0/3.0) * -10.6333 * tfactors.T923i
+                                  + -0.672613 + (5.0/3.0) * 0.161209 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3593,13 +4291,38 @@ void rate_p_Mn51_to_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real Cr48_pf, dCr48_pf_dT;
+    // interpolating Cr48 partition function
+    get_partition_function_cached(Cr48, tfactors, pf_cache, Cr48_pf, dCr48_pf_dT);
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real Ti44_pf, dTi44_pf_dT;
+    // interpolating Ti44 partition function
+    get_partition_function_cached(Ti44, tfactors, pf_cache, Ti44_pf, dTi44_pf_dT);
+
+    amrex::Real z_r = He4_pf * Ti44_pf;
+    amrex::Real z_p = Cr48_pf;
+
+    amrex::Real dz_r_dT = Ti44_pf * dHe4_pf_dT + He4_pf * dTi44_pf_dT;
+    amrex::Real dz_p_dT = dCr48_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Fe52_to_He4_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Cr48_to_p_V47_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Fe52 --> He4 + Cr48
+    // Cr48 --> p + V47
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -3608,13 +4331,13 @@ void rate_Fe52_to_He4_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // ths8r
-    ln_set_rate =  90.1474 + -92.109 * tfactors.T9i + -86.7459 * tfactors.T913i + -9.79373 * tfactors.T913
-                         + -0.772169 * tfactors.T9 + 0.155883 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    // nfisn
+    ln_set_rate =  67.74027107253823 + -100.12633621113824 * tfactors.T9i + -34.0548 * tfactors.T913i + -3.41973 * tfactors.T913
+                         + 1.16501 * tfactors.T9 + -0.105543 * tfactors.T953 + -6.20886 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  92.109 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * -9.79373 * tfactors.T923i
-                                  + -0.772169 + (5.0/3.0) * 0.155883 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  100.12633621113824 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -34.0548 * tfactors.T943i + (1.0/3.0) * -3.41973 * tfactors.T923i
+                                  + 1.16501 + (5.0/3.0) * -0.105543 * tfactors.T923 + -6.20886 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3625,28 +4348,47 @@ void rate_Fe52_to_He4_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amre
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
-}
+    // nfisn
+    ln_set_rate =  536.5234710725382 + -99.36194621113825 * tfactors.T9i + 317.171 * tfactors.T913i + -911.679 * tfactors.T913
+                         + 94.4245 * tfactors.T9 + -10.1973 * tfactors.T953 + 332.227 * tfactors.lnT9;
 
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Fe52_to_p_Mn51_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  99.36194621113825 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 317.171 * tfactors.T943i + (1.0/3.0) * -911.679 * tfactors.T923i
+                                  + 94.4245 + (5.0/3.0) * -10.1973 * tfactors.T923 + 332.227 * tfactors.T9i;
+    }
 
-    // Fe52 --> p + Mn51
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
 
-    rate = 0.0;
-    drate_dT = 0.0;
+    // nfisn
+    ln_set_rate =  48.891971072538226 + -93.82037121113825 * tfactors.T9i + -45.9868 * tfactors.T913i + 13.6822 * tfactors.T913
+                         + -0.376902 * tfactors.T9 + -0.0194875 * tfactors.T953 + -6.9232499999999995 * tfactors.lnT9;
 
-    amrex::Real ln_set_rate{0.0};
-    amrex::Real dln_set_rate_dT9{0.0};
-    amrex::Real set_rate{0.0};
+    if constexpr (do_T_derivatives) {
+        dln_set_rate_dT9 =  93.82037121113825 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -45.9868 * tfactors.T943i + (1.0/3.0) * 13.6822 * tfactors.T923i
+                                  + -0.376902 + (5.0/3.0) * -0.0194875 * tfactors.T923 + -6.9232499999999995 * tfactors.T9i;
+    }
 
-    // ths8r
-    ln_set_rate =  61.728 + -85.6325 * tfactors.T9i + -36.1825 * tfactors.T913i + 0.873042 * tfactors.T913
-                         + -2.89731 * tfactors.T9 + 0.364394 * tfactors.T953 + 0.833333 * tfactors.lnT9;
+    // avoid underflows by zeroing rates in [0.0, 1.e-100]
+    ln_set_rate = std::max(ln_set_rate, -230.0);
+    set_rate = std::exp(ln_set_rate);
+    rate += set_rate;
+    if constexpr (do_T_derivatives) {
+        drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
+    }
+
+    // nfisn
+    ln_set_rate =  65.62307107253824 + -94.58145021113825 * tfactors.T9i + -110.655 * tfactors.T913i + 83.0232 * tfactors.T913
+                         + -19.7762 * tfactors.T9 + 3.03961 * tfactors.T953 + -47.9742 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  85.6325 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -36.1825 * tfactors.T943i + (1.0/3.0) * 0.873042 * tfactors.T923i
-                                  + -2.89731 + (5.0/3.0) * 0.364394 * tfactors.T923 + 0.833333 * tfactors.T9i;
+        dln_set_rate_dT9 =  94.58145021113825 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -110.655 * tfactors.T943i + (1.0/3.0) * 83.0232 * tfactors.T923i
+                                  + -19.7762 + (5.0/3.0) * 3.03961 * tfactors.T923 + -47.9742 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3657,13 +4399,38 @@ void rate_Fe52_to_p_Mn51_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real Cr48_pf, dCr48_pf_dT;
+    // interpolating Cr48 partition function
+    get_partition_function_cached(Cr48, tfactors, pf_cache, Cr48_pf, dCr48_pf_dT);
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real V47_pf, dV47_pf_dT;
+    // interpolating V47 partition function
+    get_partition_function_cached(V47, tfactors, pf_cache, V47_pf, dV47_pf_dT);
+
+    amrex::Real z_r = p_pf * V47_pf;
+    amrex::Real z_p = Cr48_pf;
+
+    amrex::Real dz_r_dT = V47_pf * dp_pf_dT + p_pf * dV47_pf_dT;
+    amrex::Real dz_p_dT = dCr48_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Mn51_to_He4_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_V47_to_He4_Ti44_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Mn51 + p --> He4 + Cr48
+    // V47 + p --> He4 + Ti44
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -3672,13 +4439,13 @@ void rate_p_Mn51_to_He4_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real dln_set_rate_dT9{0.0};
     amrex::Real set_rate{0.0};
 
-    // ths8r
-    ln_set_rate =  58.7312 + -6.47654 * tfactors.T9i + -86.7459 * tfactors.T913i + 1.05653 * tfactors.T913
-                         + -1.15757 * tfactors.T9 + 0.0877546 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    // chw0r
+    ln_set_rate =  -76.61433695168769 + -6.029445311023438 * tfactors.T9i + 70.2835 * tfactors.T913
+                         + -7.99061 * tfactors.T9 + 0.486213 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  6.47654 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * 1.05653 * tfactors.T923i
-                                  + -1.15757 + (5.0/3.0) * 0.0877546 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  6.029445311023438 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 70.2835 * tfactors.T923i
+                                  + -7.99061 + (5.0/3.0) * 0.486213 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3689,13 +4456,43 @@ void rate_p_Mn51_to_He4_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, am
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real V47_pf, dV47_pf_dT;
+    // interpolating V47 partition function
+    get_partition_function_cached(V47, tfactors, pf_cache, V47_pf, dV47_pf_dT);
+
+    amrex::Real Ti44_pf, dTi44_pf_dT;
+    // interpolating Ti44 partition function
+    get_partition_function_cached(Ti44, tfactors, pf_cache, Ti44_pf, dTi44_pf_dT);
+
+    amrex::Real z_r = He4_pf * Ti44_pf;
+    amrex::Real z_p = p_pf * V47_pf;
+
+    amrex::Real dz_r_dT = Ti44_pf * dHe4_pf_dT + He4_pf * dTi44_pf_dT;
+    amrex::Real dz_p_dT = V47_pf * dp_pf_dT + p_pf * dV47_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Fe52_to_Ni56_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Fe52_to_He4_Cr48_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Fe52 + He4 --> Ni56
+    // Fe52 --> He4 + Cr48
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -3705,12 +4502,12 @@ void rate_He4_Fe52_to_Ni56_removed(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  66.6417 + -91.6819 * tfactors.T913i + -9.51885 * tfactors.T913
-                         + -0.533014 * tfactors.T9 + 0.0892607 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    ln_set_rate =  90.14738712482466 + -92.10912191363732 * tfactors.T9i + -86.7459 * tfactors.T913i + -9.79373 * tfactors.T913
+                         + -0.772169 * tfactors.T9 + 0.155883 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -9.51885 * tfactors.T923i
-                                  + -0.533014 + (5.0/3.0) * 0.0892607 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  92.10912191363732 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * -9.79373 * tfactors.T923i
+                                  + -0.772169 + (5.0/3.0) * 0.155883 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3721,13 +4518,38 @@ void rate_He4_Fe52_to_Ni56_removed(const tf_t& tfactors, amrex::Real& rate, amre
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real Cr48_pf, dCr48_pf_dT;
+    // interpolating Cr48 partition function
+    get_partition_function_cached(Cr48, tfactors, pf_cache, Cr48_pf, dCr48_pf_dT);
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real Fe52_pf, dFe52_pf_dT;
+    // interpolating Fe52 partition function
+    get_partition_function_cached(Fe52, tfactors, pf_cache, Fe52_pf, dFe52_pf_dT);
+
+    amrex::Real z_r = He4_pf * Cr48_pf;
+    amrex::Real z_p = Fe52_pf;
+
+    amrex::Real dz_r_dT = Cr48_pf * dHe4_pf_dT + He4_pf * dCr48_pf_dT;
+    amrex::Real dz_p_dT = dFe52_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Fe52_to_p_Co55_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Fe52_to_p_Mn51_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Fe52 + He4 --> p + Co55
+    // Fe52 --> p + Mn51
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -3737,12 +4559,12 @@ void rate_He4_Fe52_to_p_Co55_removed(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  62.2207 + -91.6819 * tfactors.T913i + -0.329235 * tfactors.T913
-                         + -0.780924 * tfactors.T9 + 0.0425179 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    ln_set_rate =  61.72798916565748 + -85.6326403498911 * tfactors.T9i + -36.1825 * tfactors.T913i + 0.873042 * tfactors.T913
+                         + -2.89731 * tfactors.T9 + 0.364394 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -0.329235 * tfactors.T923i
-                                  + -0.780924 + (5.0/3.0) * 0.0425179 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  85.6326403498911 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -36.1825 * tfactors.T943i + (1.0/3.0) * 0.873042 * tfactors.T923i
+                                  + -2.89731 + (5.0/3.0) * 0.364394 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3753,13 +4575,38 @@ void rate_He4_Fe52_to_p_Co55_removed(const tf_t& tfactors, amrex::Real& rate, am
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real Mn51_pf, dMn51_pf_dT;
+    // interpolating Mn51 partition function
+    get_partition_function_cached(Mn51, tfactors, pf_cache, Mn51_pf, dMn51_pf_dT);
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real Fe52_pf, dFe52_pf_dT;
+    // interpolating Fe52 partition function
+    get_partition_function_cached(Fe52, tfactors, pf_cache, Fe52_pf, dFe52_pf_dT);
+
+    amrex::Real z_r = p_pf * Mn51_pf;
+    amrex::Real z_p = Fe52_pf;
+
+    amrex::Real dz_r_dT = Mn51_pf * dp_pf_dT + p_pf * dMn51_pf_dT;
+    amrex::Real dz_p_dT = dFe52_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Co55_to_Ni56_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_Mn51_to_He4_Cr48_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
-    // Co55 + p --> Ni56
+    // Mn51 + p --> He4 + Cr48
 
     rate = 0.0;
     drate_dT = 0.0;
@@ -3769,12 +4616,12 @@ void rate_p_Co55_to_Ni56_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  37.3736 + -38.1053 * tfactors.T913i + -0.210947 * tfactors.T913
-                         + -2.68377 * tfactors.T9 + 0.355814 * tfactors.T953 + -0.666667 * tfactors.lnT9;
+    ln_set_rate =  58.73119795916718 + -6.476551190854941 * tfactors.T9i + -86.7459 * tfactors.T913i + 1.05653 * tfactors.T913
+                         + -1.15757 * tfactors.T9 + 0.0877546 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  + -(1.0/3.0) * -38.1053 * tfactors.T943i + (1.0/3.0) * -0.210947 * tfactors.T923i
-                                  + -2.68377 + (5.0/3.0) * 0.355814 * tfactors.T923 + -0.666667 * tfactors.T9i;
+        dln_set_rate_dT9 =  6.476551190854941 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * 1.05653 * tfactors.T923i
+                                  + -1.15757 + (5.0/3.0) * 0.0877546 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3785,11 +4632,41 @@ void rate_p_Co55_to_Ni56_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real Cr48_pf, dCr48_pf_dT;
+    // interpolating Cr48 partition function
+    get_partition_function_cached(Cr48, tfactors, pf_cache, Cr48_pf, dCr48_pf_dT);
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real Mn51_pf, dMn51_pf_dT;
+    // interpolating Mn51 partition function
+    get_partition_function_cached(Mn51, tfactors, pf_cache, Mn51_pf, dMn51_pf_dT);
+
+    amrex::Real z_r = He4_pf * Cr48_pf;
+    amrex::Real z_p = p_pf * Mn51_pf;
+
+    amrex::Real dz_r_dT = Cr48_pf * dHe4_pf_dT + He4_pf * dCr48_pf_dT;
+    amrex::Real dz_p_dT = Mn51_pf * dp_pf_dT + p_pf * dMn51_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ni56_to_He4_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Ni56_to_He4_Fe52_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Ni56 --> He4 + Fe52
 
@@ -3801,11 +4678,11 @@ void rate_Ni56_to_He4_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  91.6226 + -92.801 * tfactors.T9i + -91.6819 * tfactors.T913i + -9.51885 * tfactors.T913
+    ln_set_rate =  91.62258922810439 + -92.801099329237 * tfactors.T9i + -91.6819 * tfactors.T913i + -9.51885 * tfactors.T913
                          + -0.533014 * tfactors.T9 + 0.0892607 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  92.801 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -9.51885 * tfactors.T923i
+        dln_set_rate_dT9 =  92.801099329237 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -9.51885 * tfactors.T923i
                                   + -0.533014 + (5.0/3.0) * 0.0892607 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -3817,11 +4694,36 @@ void rate_Ni56_to_He4_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amre
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real Ni56_pf, dNi56_pf_dT;
+    // interpolating Ni56 partition function
+    get_partition_function_cached(Ni56, tfactors, pf_cache, Ni56_pf, dNi56_pf_dT);
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real Fe52_pf, dFe52_pf_dT;
+    // interpolating Fe52 partition function
+    get_partition_function_cached(Fe52, tfactors, pf_cache, Fe52_pf, dFe52_pf_dT);
+
+    amrex::Real z_r = He4_pf * Fe52_pf;
+    amrex::Real z_p = Ni56_pf;
+
+    amrex::Real dz_r_dT = Fe52_pf * dHe4_pf_dT + He4_pf * dFe52_pf_dT;
+    amrex::Real dz_p_dT = dNi56_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ni56_to_p_Co55_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_Ni56_to_p_Co55_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Ni56 --> p + Co55
 
@@ -3833,11 +4735,11 @@ void rate_Ni56_to_p_Co55_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  63.1318 + -83.1473 * tfactors.T9i + -38.1053 * tfactors.T913i + -0.210947 * tfactors.T913
+    ln_set_rate =  63.131770608640906 + -83.14741674893808 * tfactors.T9i + -38.1053 * tfactors.T913i + -0.210947 * tfactors.T913
                          + -2.68377 * tfactors.T9 + 0.355814 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  83.1473 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -38.1053 * tfactors.T943i + (1.0/3.0) * -0.210947 * tfactors.T923i
+        dln_set_rate_dT9 =  83.14741674893808 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -38.1053 * tfactors.T943i + (1.0/3.0) * -0.210947 * tfactors.T923i
                                   + -2.68377 + (5.0/3.0) * 0.355814 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -3849,11 +4751,36 @@ void rate_Ni56_to_p_Co55_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real Ni56_pf, dNi56_pf_dT;
+    // interpolating Ni56 partition function
+    get_partition_function_cached(Ni56, tfactors, pf_cache, Ni56_pf, dNi56_pf_dT);
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real Co55_pf, dCo55_pf_dT;
+    // interpolating Co55 partition function
+    get_partition_function_cached(Co55, tfactors, pf_cache, Co55_pf, dCo55_pf_dT);
+
+    amrex::Real z_r = p_pf * Co55_pf;
+    amrex::Real z_p = Ni56_pf;
+
+    amrex::Real dz_r_dT = Co55_pf * dp_pf_dT + p_pf * dCo55_pf_dT;
+    amrex::Real dz_p_dT = dNi56_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 template <int do_T_derivatives>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Co55_to_He4_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+void rate_p_Co55_to_He4_Fe52_derived_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Co55 + p --> He4 + Fe52
 
@@ -3865,11 +4792,11 @@ void rate_p_Co55_to_He4_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  61.4434 + -9.65363 * tfactors.T9i + -91.6819 * tfactors.T913i + -0.329235 * tfactors.T913
+    ln_set_rate =  61.443418619463486 + -9.65364776674457 * tfactors.T9i + -91.6819 * tfactors.T913i + -0.329235 * tfactors.T913
                          + -0.780924 * tfactors.T9 + 0.0425179 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  9.65363 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -0.329235 * tfactors.T923i
+        dln_set_rate_dT9 =  9.65364776674457 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -0.329235 * tfactors.T923i
                                   + -0.780924 + (5.0/3.0) * 0.0425179 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -3881,6 +4808,36 @@ void rate_p_Co55_to_He4_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, am
         drate_dT += set_rate * dln_set_rate_dT9 / 1.0e9;
     }
 
+
+    amrex::Real p_pf, dp_pf_dT;
+    // setting p partition function to 1.0 by default, independent of T
+    p_pf = 1.0_rt;
+    dp_pf_dT = 0.0_rt;
+
+    amrex::Real He4_pf, dHe4_pf_dT;
+    // setting He4 partition function to 1.0 by default, independent of T
+    He4_pf = 1.0_rt;
+    dHe4_pf_dT = 0.0_rt;
+
+    amrex::Real Co55_pf, dCo55_pf_dT;
+    // interpolating Co55 partition function
+    get_partition_function_cached(Co55, tfactors, pf_cache, Co55_pf, dCo55_pf_dT);
+
+    amrex::Real Fe52_pf, dFe52_pf_dT;
+    // interpolating Fe52 partition function
+    get_partition_function_cached(Fe52, tfactors, pf_cache, Fe52_pf, dFe52_pf_dT);
+
+    amrex::Real z_r = He4_pf * Fe52_pf;
+    amrex::Real z_p = p_pf * Co55_pf;
+
+    amrex::Real dz_r_dT = Fe52_pf * dHe4_pf_dT + He4_pf * dFe52_pf_dT;
+    amrex::Real dz_p_dT = Co55_pf * dp_pf_dT + p_pf * dCo55_pf_dT;
+
+    amrex::Real dzterm_dT = (z_p * dz_r_dT - z_r * dz_p_dT) / (z_p * z_p);
+
+    drate_dT = dzterm_dT * rate + drate_dT * (z_r / z_p);
+    rate *= z_r/z_p;
+
 }
 
 
@@ -3889,14 +4846,14 @@ AMREX_GPU_HOST_DEVICE AMREX_INLINE
 void rate_S32_He4_to_Ar36_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
 
     amrex::Real r_ag = rate_eval.screened_rates(k_He4_S32_to_Ar36_removed);
-    amrex::Real r_ap = rate_eval.screened_rates(k_He4_S32_to_p_Cl35_removed);
+    amrex::Real r_ap = rate_eval.screened_rates(k_He4_S32_to_p_Cl35_derived_removed);
     amrex::Real r_pg = rate_eval.screened_rates(k_p_Cl35_to_Ar36_removed);
     amrex::Real r_pa = rate_eval.screened_rates(k_p_Cl35_to_He4_S32_removed);
     amrex::Real dd = 1.0_rt / (r_pg + r_pa);
     rate = r_ag + r_ap * r_pg * dd;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         amrex::Real drdT_ag = rate_eval.dscreened_rates_dT(k_He4_S32_to_Ar36_removed);
-        amrex::Real drdT_ap = rate_eval.dscreened_rates_dT(k_He4_S32_to_p_Cl35_removed);
+        amrex::Real drdT_ap = rate_eval.dscreened_rates_dT(k_He4_S32_to_p_Cl35_derived_removed);
         amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_Cl35_to_Ar36_removed);
         amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Cl35_to_He4_S32_removed);
         drate_dT = drdT_ag + drdT_ap * r_pg * dd + r_ap * drdT_pg * dd - r_ap * r_pg * dd * dd * (drdT_pg + drdT_pa);
@@ -3907,16 +4864,16 @@ template <typename T>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
 void rate_Ar36_to_S32_He4_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    amrex::Real r_ga = rate_eval.screened_rates(k_Ar36_to_He4_S32_removed);
+    amrex::Real r_ga = rate_eval.screened_rates(k_Ar36_to_He4_S32_derived_removed);
     amrex::Real r_pa = rate_eval.screened_rates(k_p_Cl35_to_He4_S32_removed);
-    amrex::Real r_gp = rate_eval.screened_rates(k_Ar36_to_p_Cl35_removed);
+    amrex::Real r_gp = rate_eval.screened_rates(k_Ar36_to_p_Cl35_derived_removed);
     amrex::Real r_pg = rate_eval.screened_rates(k_p_Cl35_to_Ar36_removed);
     amrex::Real dd = 1.0_rt / (r_pg + r_pa);
     rate = r_ga + r_gp * r_pa * dd;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Ar36_to_He4_S32_removed);
+        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Ar36_to_He4_S32_derived_removed);
         amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Cl35_to_He4_S32_removed);
-        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Ar36_to_p_Cl35_removed);
+        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Ar36_to_p_Cl35_derived_removed);
         amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_Cl35_to_Ar36_removed);
         drate_dT = drdT_ga + drdT_gp * r_pa * dd + r_gp * drdT_pa * dd - r_gp * r_pa * dd * dd * (drdT_pg + drdT_pa);
     }
@@ -3927,14 +4884,14 @@ AMREX_GPU_HOST_DEVICE AMREX_INLINE
 void rate_Ar36_He4_to_Ca40_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
 
     amrex::Real r_ag = rate_eval.screened_rates(k_He4_Ar36_to_Ca40_removed);
-    amrex::Real r_ap = rate_eval.screened_rates(k_He4_Ar36_to_p_K39_removed);
+    amrex::Real r_ap = rate_eval.screened_rates(k_He4_Ar36_to_p_K39_derived_removed);
     amrex::Real r_pg = rate_eval.screened_rates(k_p_K39_to_Ca40_removed);
     amrex::Real r_pa = rate_eval.screened_rates(k_p_K39_to_He4_Ar36_removed);
     amrex::Real dd = 1.0_rt / (r_pg + r_pa);
     rate = r_ag + r_ap * r_pg * dd;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         amrex::Real drdT_ag = rate_eval.dscreened_rates_dT(k_He4_Ar36_to_Ca40_removed);
-        amrex::Real drdT_ap = rate_eval.dscreened_rates_dT(k_He4_Ar36_to_p_K39_removed);
+        amrex::Real drdT_ap = rate_eval.dscreened_rates_dT(k_He4_Ar36_to_p_K39_derived_removed);
         amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_K39_to_Ca40_removed);
         amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_K39_to_He4_Ar36_removed);
         drate_dT = drdT_ag + drdT_ap * r_pg * dd + r_ap * drdT_pg * dd - r_ap * r_pg * dd * dd * (drdT_pg + drdT_pa);
@@ -3945,16 +4902,16 @@ template <typename T>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
 void rate_Ca40_to_Ar36_He4_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    amrex::Real r_ga = rate_eval.screened_rates(k_Ca40_to_He4_Ar36_removed);
+    amrex::Real r_ga = rate_eval.screened_rates(k_Ca40_to_He4_Ar36_derived_removed);
     amrex::Real r_pa = rate_eval.screened_rates(k_p_K39_to_He4_Ar36_removed);
-    amrex::Real r_gp = rate_eval.screened_rates(k_Ca40_to_p_K39_removed);
+    amrex::Real r_gp = rate_eval.screened_rates(k_Ca40_to_p_K39_derived_removed);
     amrex::Real r_pg = rate_eval.screened_rates(k_p_K39_to_Ca40_removed);
     amrex::Real dd = 1.0_rt / (r_pg + r_pa);
     rate = r_ga + r_gp * r_pa * dd;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Ca40_to_He4_Ar36_removed);
+        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Ca40_to_He4_Ar36_derived_removed);
         amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_K39_to_He4_Ar36_removed);
-        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Ca40_to_p_K39_removed);
+        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Ca40_to_p_K39_derived_removed);
         amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_K39_to_Ca40_removed);
         drate_dT = drdT_ga + drdT_gp * r_pa * dd + r_gp * drdT_pa * dd - r_gp * r_pa * dd * dd * (drdT_pg + drdT_pa);
     }
@@ -3965,14 +4922,14 @@ AMREX_GPU_HOST_DEVICE AMREX_INLINE
 void rate_Ca40_He4_to_Ti44_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
 
     amrex::Real r_ag = rate_eval.screened_rates(k_He4_Ca40_to_Ti44_removed);
-    amrex::Real r_ap = rate_eval.screened_rates(k_He4_Ca40_to_p_Sc43_removed);
+    amrex::Real r_ap = rate_eval.screened_rates(k_He4_Ca40_to_p_Sc43_derived_removed);
     amrex::Real r_pg = rate_eval.screened_rates(k_p_Sc43_to_Ti44_removed);
     amrex::Real r_pa = rate_eval.screened_rates(k_p_Sc43_to_He4_Ca40_removed);
     amrex::Real dd = 1.0_rt / (r_pg + r_pa);
     rate = r_ag + r_ap * r_pg * dd;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         amrex::Real drdT_ag = rate_eval.dscreened_rates_dT(k_He4_Ca40_to_Ti44_removed);
-        amrex::Real drdT_ap = rate_eval.dscreened_rates_dT(k_He4_Ca40_to_p_Sc43_removed);
+        amrex::Real drdT_ap = rate_eval.dscreened_rates_dT(k_He4_Ca40_to_p_Sc43_derived_removed);
         amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_Sc43_to_Ti44_removed);
         amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Sc43_to_He4_Ca40_removed);
         drate_dT = drdT_ag + drdT_ap * r_pg * dd + r_ap * drdT_pg * dd - r_ap * r_pg * dd * dd * (drdT_pg + drdT_pa);
@@ -3983,16 +4940,16 @@ template <typename T>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
 void rate_Ti44_to_Ca40_He4_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    amrex::Real r_ga = rate_eval.screened_rates(k_Ti44_to_He4_Ca40_removed);
+    amrex::Real r_ga = rate_eval.screened_rates(k_Ti44_to_He4_Ca40_derived_removed);
     amrex::Real r_pa = rate_eval.screened_rates(k_p_Sc43_to_He4_Ca40_removed);
-    amrex::Real r_gp = rate_eval.screened_rates(k_Ti44_to_p_Sc43_removed);
+    amrex::Real r_gp = rate_eval.screened_rates(k_Ti44_to_p_Sc43_derived_removed);
     amrex::Real r_pg = rate_eval.screened_rates(k_p_Sc43_to_Ti44_removed);
     amrex::Real dd = 1.0_rt / (r_pg + r_pa);
     rate = r_ga + r_gp * r_pa * dd;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Ti44_to_He4_Ca40_removed);
+        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Ti44_to_He4_Ca40_derived_removed);
         amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Sc43_to_He4_Ca40_removed);
-        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Ti44_to_p_Sc43_removed);
+        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Ti44_to_p_Sc43_derived_removed);
         amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_Sc43_to_Ti44_removed);
         drate_dT = drdT_ga + drdT_gp * r_pa * dd + r_gp * drdT_pa * dd - r_gp * r_pa * dd * dd * (drdT_pg + drdT_pa);
     }
@@ -4005,14 +4962,14 @@ void rate_Ti44_He4_to_Cr48_approx(const T& rate_eval, amrex::Real& rate, amrex::
     amrex::Real r_ag = rate_eval.screened_rates(k_He4_Ti44_to_Cr48_removed);
     amrex::Real r_ap = rate_eval.screened_rates(k_He4_Ti44_to_p_V47_removed);
     amrex::Real r_pg = rate_eval.screened_rates(k_p_V47_to_Cr48_removed);
-    amrex::Real r_pa = rate_eval.screened_rates(k_p_V47_to_He4_Ti44_removed);
+    amrex::Real r_pa = rate_eval.screened_rates(k_p_V47_to_He4_Ti44_derived_removed);
     amrex::Real dd = 1.0_rt / (r_pg + r_pa);
     rate = r_ag + r_ap * r_pg * dd;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         amrex::Real drdT_ag = rate_eval.dscreened_rates_dT(k_He4_Ti44_to_Cr48_removed);
         amrex::Real drdT_ap = rate_eval.dscreened_rates_dT(k_He4_Ti44_to_p_V47_removed);
         amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_V47_to_Cr48_removed);
-        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_V47_to_He4_Ti44_removed);
+        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_V47_to_He4_Ti44_derived_removed);
         drate_dT = drdT_ag + drdT_ap * r_pg * dd + r_ap * drdT_pg * dd - r_ap * r_pg * dd * dd * (drdT_pg + drdT_pa);
     }
 }
@@ -4021,16 +4978,16 @@ template <typename T>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
 void rate_Cr48_to_Ti44_He4_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    amrex::Real r_ga = rate_eval.screened_rates(k_Cr48_to_He4_Ti44_removed);
-    amrex::Real r_pa = rate_eval.screened_rates(k_p_V47_to_He4_Ti44_removed);
-    amrex::Real r_gp = rate_eval.screened_rates(k_Cr48_to_p_V47_removed);
+    amrex::Real r_ga = rate_eval.screened_rates(k_Cr48_to_He4_Ti44_derived_removed);
+    amrex::Real r_pa = rate_eval.screened_rates(k_p_V47_to_He4_Ti44_derived_removed);
+    amrex::Real r_gp = rate_eval.screened_rates(k_Cr48_to_p_V47_derived_removed);
     amrex::Real r_pg = rate_eval.screened_rates(k_p_V47_to_Cr48_removed);
     amrex::Real dd = 1.0_rt / (r_pg + r_pa);
     rate = r_ga + r_gp * r_pa * dd;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Cr48_to_He4_Ti44_removed);
-        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_V47_to_He4_Ti44_removed);
-        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Cr48_to_p_V47_removed);
+        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Cr48_to_He4_Ti44_derived_removed);
+        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_V47_to_He4_Ti44_derived_removed);
+        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Cr48_to_p_V47_derived_removed);
         amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_V47_to_Cr48_removed);
         drate_dT = drdT_ga + drdT_gp * r_pa * dd + r_gp * drdT_pa * dd - r_gp * r_pa * dd * dd * (drdT_pg + drdT_pa);
     }
@@ -4043,14 +5000,14 @@ void rate_Cr48_He4_to_Fe52_approx(const T& rate_eval, amrex::Real& rate, amrex::
     amrex::Real r_ag = rate_eval.screened_rates(k_He4_Cr48_to_Fe52_removed);
     amrex::Real r_ap = rate_eval.screened_rates(k_He4_Cr48_to_p_Mn51_removed);
     amrex::Real r_pg = rate_eval.screened_rates(k_p_Mn51_to_Fe52_removed);
-    amrex::Real r_pa = rate_eval.screened_rates(k_p_Mn51_to_He4_Cr48_removed);
+    amrex::Real r_pa = rate_eval.screened_rates(k_p_Mn51_to_He4_Cr48_derived_removed);
     amrex::Real dd = 1.0_rt / (r_pg + r_pa);
     rate = r_ag + r_ap * r_pg * dd;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         amrex::Real drdT_ag = rate_eval.dscreened_rates_dT(k_He4_Cr48_to_Fe52_removed);
         amrex::Real drdT_ap = rate_eval.dscreened_rates_dT(k_He4_Cr48_to_p_Mn51_removed);
         amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_Mn51_to_Fe52_removed);
-        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Mn51_to_He4_Cr48_removed);
+        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Mn51_to_He4_Cr48_derived_removed);
         drate_dT = drdT_ag + drdT_ap * r_pg * dd + r_ap * drdT_pg * dd - r_ap * r_pg * dd * dd * (drdT_pg + drdT_pa);
     }
 }
@@ -4059,16 +5016,16 @@ template <typename T>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
 void rate_Fe52_to_Cr48_He4_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    amrex::Real r_ga = rate_eval.screened_rates(k_Fe52_to_He4_Cr48_removed);
-    amrex::Real r_pa = rate_eval.screened_rates(k_p_Mn51_to_He4_Cr48_removed);
-    amrex::Real r_gp = rate_eval.screened_rates(k_Fe52_to_p_Mn51_removed);
+    amrex::Real r_ga = rate_eval.screened_rates(k_Fe52_to_He4_Cr48_derived_removed);
+    amrex::Real r_pa = rate_eval.screened_rates(k_p_Mn51_to_He4_Cr48_derived_removed);
+    amrex::Real r_gp = rate_eval.screened_rates(k_Fe52_to_p_Mn51_derived_removed);
     amrex::Real r_pg = rate_eval.screened_rates(k_p_Mn51_to_Fe52_removed);
     amrex::Real dd = 1.0_rt / (r_pg + r_pa);
     rate = r_ga + r_gp * r_pa * dd;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Fe52_to_He4_Cr48_removed);
-        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Mn51_to_He4_Cr48_removed);
-        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Fe52_to_p_Mn51_removed);
+        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Fe52_to_He4_Cr48_derived_removed);
+        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Mn51_to_He4_Cr48_derived_removed);
+        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Fe52_to_p_Mn51_derived_removed);
         amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_Mn51_to_Fe52_removed);
         drate_dT = drdT_ga + drdT_gp * r_pa * dd + r_gp * drdT_pa * dd - r_gp * r_pa * dd * dd * (drdT_pg + drdT_pa);
     }
@@ -4081,14 +5038,14 @@ void rate_Fe52_He4_to_Ni56_approx(const T& rate_eval, amrex::Real& rate, amrex::
     amrex::Real r_ag = rate_eval.screened_rates(k_He4_Fe52_to_Ni56_removed);
     amrex::Real r_ap = rate_eval.screened_rates(k_He4_Fe52_to_p_Co55_removed);
     amrex::Real r_pg = rate_eval.screened_rates(k_p_Co55_to_Ni56_removed);
-    amrex::Real r_pa = rate_eval.screened_rates(k_p_Co55_to_He4_Fe52_removed);
+    amrex::Real r_pa = rate_eval.screened_rates(k_p_Co55_to_He4_Fe52_derived_removed);
     amrex::Real dd = 1.0_rt / (r_pg + r_pa);
     rate = r_ag + r_ap * r_pg * dd;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         amrex::Real drdT_ag = rate_eval.dscreened_rates_dT(k_He4_Fe52_to_Ni56_removed);
         amrex::Real drdT_ap = rate_eval.dscreened_rates_dT(k_He4_Fe52_to_p_Co55_removed);
         amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_Co55_to_Ni56_removed);
-        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Co55_to_He4_Fe52_removed);
+        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Co55_to_He4_Fe52_derived_removed);
         drate_dT = drdT_ag + drdT_ap * r_pg * dd + r_ap * drdT_pg * dd - r_ap * r_pg * dd * dd * (drdT_pg + drdT_pa);
     }
 }
@@ -4097,16 +5054,16 @@ template <typename T>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
 void rate_Ni56_to_Fe52_He4_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
 
-    amrex::Real r_ga = rate_eval.screened_rates(k_Ni56_to_He4_Fe52_removed);
-    amrex::Real r_pa = rate_eval.screened_rates(k_p_Co55_to_He4_Fe52_removed);
-    amrex::Real r_gp = rate_eval.screened_rates(k_Ni56_to_p_Co55_removed);
+    amrex::Real r_ga = rate_eval.screened_rates(k_Ni56_to_He4_Fe52_derived_removed);
+    amrex::Real r_pa = rate_eval.screened_rates(k_p_Co55_to_He4_Fe52_derived_removed);
+    amrex::Real r_gp = rate_eval.screened_rates(k_Ni56_to_p_Co55_derived_removed);
     amrex::Real r_pg = rate_eval.screened_rates(k_p_Co55_to_Ni56_removed);
     amrex::Real dd = 1.0_rt / (r_pg + r_pa);
     rate = r_ga + r_gp * r_pa * dd;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Ni56_to_He4_Fe52_removed);
-        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Co55_to_He4_Fe52_removed);
-        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Ni56_to_p_Co55_removed);
+        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Ni56_to_He4_Fe52_derived_removed);
+        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Co55_to_He4_Fe52_derived_removed);
+        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Ni56_to_p_Co55_derived_removed);
         amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_Co55_to_Ni56_removed);
         drate_dT = drdT_ga + drdT_gp * r_pa * dd + r_gp * drdT_pa * dd - r_gp * r_pa * dd * dd * (drdT_pg + drdT_pa);
     }
@@ -4122,84 +5079,8 @@ fill_reaclib_rates(const tf_t& tfactors, T& rate_eval)
     amrex::Real rate;
     amrex::Real drate_dT;
 
-    rate_N13_to_p_C12<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_N13_to_p_C12) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_N13_to_p_C12) = drate_dT;
-
-    }
-    rate_O16_to_He4_C12<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_O16_to_He4_C12) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_O16_to_He4_C12) = drate_dT;
-
-    }
-    rate_F18_to_He4_N14<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_F18_to_He4_N14) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_F18_to_He4_N14) = drate_dT;
-
-    }
-    rate_Ne20_to_He4_O16<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Ne20_to_He4_O16) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ne20_to_He4_O16) = drate_dT;
-
-    }
-    rate_Na22_to_p_Ne21<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Na22_to_p_Ne21) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Na22_to_p_Ne21) = drate_dT;
-
-    }
-    rate_Na22_to_He4_F18<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Na22_to_He4_F18) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Na22_to_He4_F18) = drate_dT;
-
-    }
-    rate_Mg24_to_p_Na23<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Mg24_to_p_Na23) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Mg24_to_p_Na23) = drate_dT;
-
-    }
-    rate_Mg24_to_He4_Ne20<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Mg24_to_He4_Ne20) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Mg24_to_He4_Ne20) = drate_dT;
-
-    }
-    rate_Si28_to_p_Al27<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Si28_to_p_Al27) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Si28_to_p_Al27) = drate_dT;
-
-    }
-    rate_Si28_to_He4_Mg24<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Si28_to_He4_Mg24) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Si28_to_He4_Mg24) = drate_dT;
-
-    }
-    rate_S32_to_p_P31<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_S32_to_p_P31) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_S32_to_p_P31) = drate_dT;
-
-    }
-    rate_S32_to_He4_Si28<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_S32_to_He4_Si28) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_S32_to_He4_Si28) = drate_dT;
-
-    }
-    rate_C12_to_He4_He4_He4<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_C12_to_He4_He4_He4) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_C12_to_He4_He4_He4) = drate_dT;
+    part_fun::pf_cache_t pf_cache{};
 
-    }
     rate_p_C12_to_N13<do_T_derivatives>(tfactors, rate, drate_dT);
     rate_eval.screened_rates(k_p_C12_to_N13) = rate;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
@@ -4289,12 +5170,6 @@ fill_reaclib_rates(const tf_t& tfactors, T& rate_eval)
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         rate_eval.dscreened_rates_dT(k_He4_N13_to_p_O16) = drate_dT;
 
-    }
-    rate_p_O16_to_He4_N13<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_p_O16_to_He4_N13) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_O16_to_He4_N13) = drate_dT;
-
     }
     rate_C12_O16_to_p_Al27<do_T_derivatives>(tfactors, rate, drate_dT);
     rate_eval.screened_rates(k_C12_O16_to_p_Al27) = rate;
@@ -4325,42 +5200,18 @@ fill_reaclib_rates(const tf_t& tfactors, T& rate_eval)
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         rate_eval.dscreened_rates_dT(k_He4_F18_to_p_Ne21) = drate_dT;
 
-    }
-    rate_He4_Ne20_to_p_Na23<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_Ne20_to_p_Na23) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_Ne20_to_p_Na23) = drate_dT;
-
-    }
-    rate_p_Ne21_to_He4_F18<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_p_Ne21_to_He4_F18) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_Ne21_to_He4_F18) = drate_dT;
-
     }
     rate_p_Na23_to_He4_Ne20<do_T_derivatives>(tfactors, rate, drate_dT);
     rate_eval.screened_rates(k_p_Na23_to_He4_Ne20) = rate;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         rate_eval.dscreened_rates_dT(k_p_Na23_to_He4_Ne20) = drate_dT;
 
-    }
-    rate_He4_Mg24_to_p_Al27<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_Mg24_to_p_Al27) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_Mg24_to_p_Al27) = drate_dT;
-
     }
     rate_p_Al27_to_He4_Mg24<do_T_derivatives>(tfactors, rate, drate_dT);
     rate_eval.screened_rates(k_p_Al27_to_He4_Mg24) = rate;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         rate_eval.dscreened_rates_dT(k_p_Al27_to_He4_Mg24) = drate_dT;
 
-    }
-    rate_He4_Si28_to_p_P31<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_Si28_to_p_P31) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_Si28_to_p_P31) = drate_dT;
-
     }
     rate_p_P31_to_He4_Si28<do_T_derivatives>(tfactors, rate, drate_dT);
     rate_eval.screened_rates(k_p_P31_to_He4_Si28) = rate;
@@ -4397,30 +5248,12 @@ fill_reaclib_rates(const tf_t& tfactors, T& rate_eval)
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         rate_eval.dscreened_rates_dT(k_He4_S32_to_Ar36_removed) = drate_dT;
 
-    }
-    rate_He4_S32_to_p_Cl35_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_S32_to_p_Cl35_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_S32_to_p_Cl35_removed) = drate_dT;
-
     }
     rate_p_Cl35_to_Ar36_removed<do_T_derivatives>(tfactors, rate, drate_dT);
     rate_eval.screened_rates(k_p_Cl35_to_Ar36_removed) = rate;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         rate_eval.dscreened_rates_dT(k_p_Cl35_to_Ar36_removed) = drate_dT;
 
-    }
-    rate_Ar36_to_He4_S32_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Ar36_to_He4_S32_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ar36_to_He4_S32_removed) = drate_dT;
-
-    }
-    rate_Ar36_to_p_Cl35_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Ar36_to_p_Cl35_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ar36_to_p_Cl35_removed) = drate_dT;
-
     }
     rate_p_Cl35_to_He4_S32_removed<do_T_derivatives>(tfactors, rate, drate_dT);
     rate_eval.screened_rates(k_p_Cl35_to_He4_S32_removed) = rate;
@@ -4433,30 +5266,12 @@ fill_reaclib_rates(const tf_t& tfactors, T& rate_eval)
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         rate_eval.dscreened_rates_dT(k_He4_Ar36_to_Ca40_removed) = drate_dT;
 
-    }
-    rate_He4_Ar36_to_p_K39_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_Ar36_to_p_K39_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_Ar36_to_p_K39_removed) = drate_dT;
-
     }
     rate_p_K39_to_Ca40_removed<do_T_derivatives>(tfactors, rate, drate_dT);
     rate_eval.screened_rates(k_p_K39_to_Ca40_removed) = rate;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         rate_eval.dscreened_rates_dT(k_p_K39_to_Ca40_removed) = drate_dT;
 
-    }
-    rate_Ca40_to_He4_Ar36_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Ca40_to_He4_Ar36_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ca40_to_He4_Ar36_removed) = drate_dT;
-
-    }
-    rate_Ca40_to_p_K39_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Ca40_to_p_K39_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ca40_to_p_K39_removed) = drate_dT;
-
     }
     rate_p_K39_to_He4_Ar36_removed<do_T_derivatives>(tfactors, rate, drate_dT);
     rate_eval.screened_rates(k_p_K39_to_He4_Ar36_removed) = rate;
@@ -4469,30 +5284,12 @@ fill_reaclib_rates(const tf_t& tfactors, T& rate_eval)
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         rate_eval.dscreened_rates_dT(k_He4_Ca40_to_Ti44_removed) = drate_dT;
 
-    }
-    rate_He4_Ca40_to_p_Sc43_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_Ca40_to_p_Sc43_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_Ca40_to_p_Sc43_removed) = drate_dT;
-
     }
     rate_p_Sc43_to_Ti44_removed<do_T_derivatives>(tfactors, rate, drate_dT);
     rate_eval.screened_rates(k_p_Sc43_to_Ti44_removed) = rate;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         rate_eval.dscreened_rates_dT(k_p_Sc43_to_Ti44_removed) = drate_dT;
 
-    }
-    rate_Ti44_to_He4_Ca40_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Ti44_to_He4_Ca40_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ti44_to_He4_Ca40_removed) = drate_dT;
-
-    }
-    rate_Ti44_to_p_Sc43_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Ti44_to_p_Sc43_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ti44_to_p_Sc43_removed) = drate_dT;
-
     }
     rate_p_Sc43_to_He4_Ca40_removed<do_T_derivatives>(tfactors, rate, drate_dT);
     rate_eval.screened_rates(k_p_Sc43_to_He4_Ca40_removed) = rate;
@@ -4517,24 +5314,6 @@ fill_reaclib_rates(const tf_t& tfactors, T& rate_eval)
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         rate_eval.dscreened_rates_dT(k_p_V47_to_Cr48_removed) = drate_dT;
 
-    }
-    rate_Cr48_to_He4_Ti44_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Cr48_to_He4_Ti44_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Cr48_to_He4_Ti44_removed) = drate_dT;
-
-    }
-    rate_Cr48_to_p_V47_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Cr48_to_p_V47_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Cr48_to_p_V47_removed) = drate_dT;
-
-    }
-    rate_p_V47_to_He4_Ti44_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_p_V47_to_He4_Ti44_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_V47_to_He4_Ti44_removed) = drate_dT;
-
     }
     rate_He4_Cr48_to_Fe52_removed<do_T_derivatives>(tfactors, rate, drate_dT);
     rate_eval.screened_rates(k_He4_Cr48_to_Fe52_removed) = rate;
@@ -4553,24 +5332,6 @@ fill_reaclib_rates(const tf_t& tfactors, T& rate_eval)
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         rate_eval.dscreened_rates_dT(k_p_Mn51_to_Fe52_removed) = drate_dT;
 
-    }
-    rate_Fe52_to_He4_Cr48_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Fe52_to_He4_Cr48_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Fe52_to_He4_Cr48_removed) = drate_dT;
-
-    }
-    rate_Fe52_to_p_Mn51_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Fe52_to_p_Mn51_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Fe52_to_p_Mn51_removed) = drate_dT;
-
-    }
-    rate_p_Mn51_to_He4_Cr48_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_p_Mn51_to_He4_Cr48_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_Mn51_to_He4_Cr48_removed) = drate_dT;
-
     }
     rate_He4_Fe52_to_Ni56_removed<do_T_derivatives>(tfactors, rate, drate_dT);
     rate_eval.screened_rates(k_He4_Fe52_to_Ni56_removed) = rate;
@@ -4590,22 +5351,220 @@ fill_reaclib_rates(const tf_t& tfactors, T& rate_eval)
         rate_eval.dscreened_rates_dT(k_p_Co55_to_Ni56_removed) = drate_dT;
 
     }
-    rate_Ni56_to_He4_Fe52_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Ni56_to_He4_Fe52_removed) = rate;
+    rate_N13_to_p_C12_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_N13_to_p_C12_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_N13_to_p_C12_derived) = drate_dT;
+
+    }
+    rate_O16_to_He4_C12_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_O16_to_He4_C12_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_O16_to_He4_C12_derived) = drate_dT;
+
+    }
+    rate_F18_to_He4_N14_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_F18_to_He4_N14_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_F18_to_He4_N14_derived) = drate_dT;
+
+    }
+    rate_Ne20_to_He4_O16_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Ne20_to_He4_O16_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Ne20_to_He4_O16_derived) = drate_dT;
+
+    }
+    rate_Na22_to_p_Ne21_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Na22_to_p_Ne21_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Na22_to_p_Ne21_derived) = drate_dT;
+
+    }
+    rate_Na22_to_He4_F18_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Na22_to_He4_F18_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Na22_to_He4_F18_derived) = drate_dT;
+
+    }
+    rate_Mg24_to_p_Na23_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Mg24_to_p_Na23_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Mg24_to_p_Na23_derived) = drate_dT;
+
+    }
+    rate_Mg24_to_He4_Ne20_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Mg24_to_He4_Ne20_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Mg24_to_He4_Ne20_derived) = drate_dT;
+
+    }
+    rate_Si28_to_p_Al27_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Si28_to_p_Al27_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Si28_to_p_Al27_derived) = drate_dT;
+
+    }
+    rate_Si28_to_He4_Mg24_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Si28_to_He4_Mg24_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Si28_to_He4_Mg24_derived) = drate_dT;
+
+    }
+    rate_S32_to_p_P31_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_S32_to_p_P31_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_S32_to_p_P31_derived) = drate_dT;
+
+    }
+    rate_S32_to_He4_Si28_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_S32_to_He4_Si28_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_S32_to_He4_Si28_derived) = drate_dT;
+
+    }
+    rate_C12_to_He4_He4_He4_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_C12_to_He4_He4_He4_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_C12_to_He4_He4_He4_derived) = drate_dT;
+
+    }
+    rate_p_O16_to_He4_N13_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_p_O16_to_He4_N13_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_p_O16_to_He4_N13_derived) = drate_dT;
+
+    }
+    rate_He4_Ne20_to_p_Na23_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_He4_Ne20_to_p_Na23_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_He4_Ne20_to_p_Na23_derived) = drate_dT;
+
+    }
+    rate_p_Ne21_to_He4_F18_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_p_Ne21_to_He4_F18_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_p_Ne21_to_He4_F18_derived) = drate_dT;
+
+    }
+    rate_He4_Mg24_to_p_Al27_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_He4_Mg24_to_p_Al27_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_He4_Mg24_to_p_Al27_derived) = drate_dT;
+
+    }
+    rate_He4_Si28_to_p_P31_derived<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_He4_Si28_to_p_P31_derived) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_He4_Si28_to_p_P31_derived) = drate_dT;
+
+    }
+    rate_He4_S32_to_p_Cl35_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_He4_S32_to_p_Cl35_derived_removed) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_He4_S32_to_p_Cl35_derived_removed) = drate_dT;
+
+    }
+    rate_Ar36_to_He4_S32_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Ar36_to_He4_S32_derived_removed) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Ar36_to_He4_S32_derived_removed) = drate_dT;
+
+    }
+    rate_Ar36_to_p_Cl35_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Ar36_to_p_Cl35_derived_removed) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Ar36_to_p_Cl35_derived_removed) = drate_dT;
+
+    }
+    rate_He4_Ar36_to_p_K39_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_He4_Ar36_to_p_K39_derived_removed) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_He4_Ar36_to_p_K39_derived_removed) = drate_dT;
+
+    }
+    rate_Ca40_to_He4_Ar36_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Ca40_to_He4_Ar36_derived_removed) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Ca40_to_He4_Ar36_derived_removed) = drate_dT;
+
+    }
+    rate_Ca40_to_p_K39_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Ca40_to_p_K39_derived_removed) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Ca40_to_p_K39_derived_removed) = drate_dT;
+
+    }
+    rate_He4_Ca40_to_p_Sc43_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_He4_Ca40_to_p_Sc43_derived_removed) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_He4_Ca40_to_p_Sc43_derived_removed) = drate_dT;
+
+    }
+    rate_Ti44_to_He4_Ca40_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Ti44_to_He4_Ca40_derived_removed) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Ti44_to_He4_Ca40_derived_removed) = drate_dT;
+
+    }
+    rate_Ti44_to_p_Sc43_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Ti44_to_p_Sc43_derived_removed) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Ti44_to_p_Sc43_derived_removed) = drate_dT;
+
+    }
+    rate_Cr48_to_He4_Ti44_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Cr48_to_He4_Ti44_derived_removed) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Cr48_to_He4_Ti44_derived_removed) = drate_dT;
+
+    }
+    rate_Cr48_to_p_V47_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Cr48_to_p_V47_derived_removed) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Cr48_to_p_V47_derived_removed) = drate_dT;
+
+    }
+    rate_p_V47_to_He4_Ti44_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_p_V47_to_He4_Ti44_derived_removed) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_p_V47_to_He4_Ti44_derived_removed) = drate_dT;
+
+    }
+    rate_Fe52_to_He4_Cr48_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Fe52_to_He4_Cr48_derived_removed) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Fe52_to_He4_Cr48_derived_removed) = drate_dT;
+
+    }
+    rate_Fe52_to_p_Mn51_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Fe52_to_p_Mn51_derived_removed) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Fe52_to_p_Mn51_derived_removed) = drate_dT;
+
+    }
+    rate_p_Mn51_to_He4_Cr48_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_p_Mn51_to_He4_Cr48_derived_removed) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_p_Mn51_to_He4_Cr48_derived_removed) = drate_dT;
+
+    }
+    rate_Ni56_to_He4_Fe52_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Ni56_to_He4_Fe52_derived_removed) = rate;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ni56_to_He4_Fe52_removed) = drate_dT;
+        rate_eval.dscreened_rates_dT(k_Ni56_to_He4_Fe52_derived_removed) = drate_dT;
 
     }
-    rate_Ni56_to_p_Co55_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_Ni56_to_p_Co55_removed) = rate;
+    rate_Ni56_to_p_Co55_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_Ni56_to_p_Co55_derived_removed) = rate;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ni56_to_p_Co55_removed) = drate_dT;
+        rate_eval.dscreened_rates_dT(k_Ni56_to_p_Co55_derived_removed) = drate_dT;
 
     }
-    rate_p_Co55_to_He4_Fe52_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_p_Co55_to_He4_Fe52_removed) = rate;
+    rate_p_Co55_to_He4_Fe52_derived_removed<do_T_derivatives>(tfactors, rate, drate_dT, pf_cache);
+    rate_eval.screened_rates(k_p_Co55_to_He4_Fe52_derived_removed) = rate;
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_Co55_to_He4_Fe52_removed) = drate_dT;
+        rate_eval.dscreened_rates_dT(k_p_Co55_to_He4_Fe52_derived_removed) = drate_dT;
 
     }
 
diff --git a/networks/subch_simple/subch_simple.png b/networks/subch_simple/subch_simple.png
index 8ecc229a3061c74662e3c98eb5362b8445c2d17e..34a263ae846aede1072ff81925f2de0ea6649398 100644
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diff --git a/networks/subch_simple/subch_simple.py b/networks/subch_simple/subch_simple.py
index a4edaa0fec..7a7b684347 100644
--- a/networks/subch_simple/subch_simple.py
+++ b/networks/subch_simple/subch_simple.py
@@ -5,7 +5,7 @@
 import pynucastro as pyna
 from pynucastro.networks import AmrexAstroCxxNetwork
 
-DO_DERIVED_RATES = False
+DO_DERIVED_RATES = True
 
 def get_library():