diff --git a/content/90.back-matter.md b/content/90.back-matter.md
index 866f984..0ac0e87 100644
--- a/content/90.back-matter.md
+++ b/content/90.back-matter.md
@@ -15,17 +15,17 @@ The authors declare no competing interests.
 The authors would like to acknowledge the following funding sources:
 
 + The BrAPI Project is funded by the USDA grant NIFA-DSFAS 2022-67021-37024.
-+ Innovation Lab for Crop Improvement Cornell, ILCI: 7200AA19LE00005, FFAR: CA20-SS-0000000103
++ 'Innovation Lab for Crop Improvement Cornell, ILCI: 7200AA19LE00005, FFAR: CA20-SS-0000000103'
 + The AGENT project is funded by the European Union's Horizon 2020 research and innovation programme under grant agreement no. 862613.
 + USDA National Institute of Food and Agriculture National Research Support Project 10
++ The SHAPE3 project is funded by a grant from the German Ministry of Research and Education (BMBF, FKZ 031B1302A).
 + USDA NIFA: 2022-51181-38449
 + This work was supported by the Agence Nationale de la Recherche, programme Investissements d'avenir, ANR-11-INBS-0012 (Phenome)      
 + U.S. Department of Agriculture, under agreement numbers [8062-21000-043-004-A, 8062-21000-052-002-A, and 8062-21000-052-003-A]
-+ This work was funded and supported by ELIXIR, the research infrastructure for life science data.
++ This work was funded and supported by ELIXIR, the research infrastructure for life science data.
 + The French Networks of Biological Resource Centres for Agricultural, Environmental and Life Sciences, doi: 10.15454/b4ec-tf49
 + The work was supported by the German Research Foundation DFG under the grant agreement number 442032008 (NFDI4Biodiversity). NFDI4Biodiversity is part of NFDI, the National Research Data Infrastructure in Germany ([www.nfdi.de](www.nfdi.de)).
 + The Bill and Malinda Gates Foundation in cooperation with the Excellence in Breeding Platform of the CGIAR
-+ The development of DivBrowse is funded by a grant from the German Ministry of Research and Education (BMBF, FKZ 031B1302A).
 
 ## Author Contributions {.page_break_before}
 
@@ -39,7 +39,7 @@ The authors would like to acknowledge the following funding sources:
 + **Johan Steven Aparicio**: Johan wrote the section on the Mr.Bean project, and has made significant contributions to the BrAPI compatibility of the Mr.Bean project. 
 + **Jan Erik Backlund**: Jan Erik has made significant contributions to the BMS project. 
 + **Aldrin Batac**: Aldrin has made significant contributions to the BMS project. 
-+ **Sebastian Beier**: Sebastian wrote the section about the DivBrowse tool. 
++ **Sebastian Beier**: Sebastian wrote the section on the DivBrowse project.
 + **Gabriel Besombes**: Gabriel has made significant contributions to the PHIS project. 
 + **Alice Boizet**: Alice wrote the section on the Florilège projects, and has made significant contributions to the BrAPI compatibility of the Florilège, Gigwa and ShinyBrAPPs projects. 
 + **Matthijs Brouwer**: Matthijs has made significant contributions to the AGENT project. 
@@ -66,7 +66,7 @@ The authors would like to acknowledge the following funding sources:
 + **Sook Jung**: Sook wrote the section on the BIMS project, and has made significant contributions to the BrAPI compatibility of the BIMS project. 
 + **Paul Kersey**: Paul has made significant contributions to the AGENT project. 
 + **Andrzej Kilian**: Andrzej has made significant contributions to the DArT Sample Submission and DArTView projects. 
-+ **Patrick König**: Patrick contributed to the section about the DivBrowse tool, and has made significant contributions to the BrAPI compatibility of the DivBrowse tool and the AGENT project.
++ **Patrick König**: Patrick wrote the section on the DivBrowse projects, and has made significant contributions to the BrAPI compatibility of the DivBrowse and AGENT projects. 
 + **Suman Kumar**: Suman has made significant contributions to the AGENT project. 
 + **Josh Lamos-Sweeney**: Josh wrote the section on the G-Crunch project, and has made significant contributions to the BrAPI compatibility of the G-Crunch project. 
 + **Laszlo Lang**: Laszlo has made significant contributions to the Zendro project. 
@@ -104,7 +104,7 @@ The authors would like to acknowledge the following funding sources:
 + **Grzegorz Uszynski**: Grzegorz wrote the section on the DArT Sample Submission project, and has made significant contributions to the BrAPI compatibility of the DArT Sample Submission project. 
 + **Vivian Bass Vega**: Vivian has made significant contributions to the Zendro project. 
 + **Stephan Weise**: Stephan has made significant contributions to the AGENT project. 
-+ **Shawn C. Yarnes**: Shawn wrote the section on the DeltaBreed project, and has made significant contributions to the BrAPI compatibility of the DeltaBreed project.
++ **Shawn C. Yarnes**: Shawn wrote the section on the DeltaBreed project, and has made significant contributions to the BrAPI compatibility of the DeltaBreed project. 
 
 ## References {.page_break_before}
 
diff --git a/content/metadata.yaml b/content/metadata.yaml
index 0c33e8a..c47b430 100644
--- a/content/metadata.yaml
+++ b/content/metadata.yaml
@@ -629,4 +629,4 @@ authors:
     initials: TBC
     corresponding: false
     affiliations:
-      - The BrAPI Consortium
+      - The BrAPI Consortium