diff --git a/src/docs/JOSS/paper.bib b/src/docs/JOSS/paper.bib
index 8257960e4a..5061d06fa2 100644
--- a/src/docs/JOSS/paper.bib
+++ b/src/docs/JOSS/paper.bib
@@ -104,7 +104,7 @@ @article{BUI:2021114111
 
 @book{ IPCC_2023, 
   author={{Intergovernmental Panel on Climate Change IPCC}},
-  title={Climate Change 2022 - Mitigation of Climate Change: Working Group III Contribution to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change}, 
+  title={{Climate Change 2022 - Mitigation of Climate Change: Working Group III Contribution to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change}}, 
   publisher={Cambridge University Press}, 
   place={Cambridge}, 
   year={2023},
@@ -166,7 +166,7 @@ @article{Kochetal2020Dumux
 }
 
 @article{RASMUSSEN2021159,
-title = {The Open Porous Media Flow reservoir simulator},
+title = {{The Open Porous Media Flow reservoir simulator}},
 journal = {Computers & Mathematics with Applications},
 volume = {81},
 pages = {159-185},
@@ -180,7 +180,7 @@ @article{RASMUSSEN2021159
 }
 
 
-@article{Voskov2024, doi = {10.21105/joss.06737}, url = {https://doi.org/10.21105/joss.06737}, year = {2024}, publisher = {The Open Journal}, volume = {9}, number = {99}, pages = {6737}, author = {Denis Voskov and Ilshat Saifullin and Aleksei Novikov and Michiel Wapperom and Luisa Orozco and Gabriel Serrão Seabra and Yuan Chen and Mark Khait and Xiaocong Lyu and Xiaoming Tian and Stephan de Hoop and Artur Palha}, title = {open Delft Advanced Research Terra Simulator (open-DARTS)}, journal = {Journal of Open Source Software} }
+@article{Voskov2024, doi = {10.21105/joss.06737}, url = {https://doi.org/10.21105/joss.06737}, year = {2024}, publisher = {The Open Journal}, volume = {9}, number = {99}, pages = {6737}, author = {Denis Voskov and Ilshat Saifullin and Aleksei Novikov and Michiel Wapperom and Luisa Orozco and Gabriel Serrão Seabra and Yuan Chen and Mark Khait and Xiaocong Lyu and Xiaoming Tian and Stephan de Hoop and Artur Palha}, title = {{open Delft Advanced Research Terra Simulator (open-DARTS)}}, journal = {Journal of Open Source Software} }
 
 @inproceedings{frontier,
 author = {Atchley, Scott and Zimmer, Christopher and Lange, John and Bernholdt, David and Melesse Vergara, Veronica and Beck, Thomas and Brim, Michael and Budiardja, Reuben and Chandrasekaran, Sunita and Eisenbach, Markus and Evans, Thomas and Ezell, Matthew and Frontiere, Nicholas and Georgiadou, Antigoni and Glenski, Joe and Grete, Philipp and Hamilton, Steven and Holmen, John and Huebl, Axel and Jacobson, Daniel and Joubert, Wayne and Mcmahon, Kim and Merzari, Elia and Moore, Stan and Myers, Andrew and Nichols, Stephen and Oral, Sarp and Papatheodore, Thomas and Perez, Danny and Rogers, David M. and Schneider, Evan and Vay, Jean-Luc and Yeung, P. K.},