diff --git a/src/docs/about/pombase-and-collaborative-publications.PomBase.md b/src/docs/about/pombase-and-collaborative-publications.PomBase.md
index 768f5f01..74a1fa09 100644
--- a/src/docs/about/pombase-and-collaborative-publications.PomBase.md
+++ b/src/docs/about/pombase-and-collaborative-publications.PomBase.md
@@ -17,17 +17,6 @@ Mondo: Unifying diseases for the world, by the world \
-::: { .publication-badges }
-
-:::
-::: { .pub-citation }
-Sabrina Toro, Anna V Anagnostopoulos, *et al.* (Val Wood co-author) \
-Dynamic Retrieval Augmented Generation of Ontologies using Artificial Intelligence (DRAGON-AI) \
-In press: [Pre-publication manuscript at arXiv](https://arxiv.org/abs/2312.10904)
-:::
-
-
-
::: { .publication-badges }
:::
@@ -40,6 +29,17 @@ integrative phenomics \
### Journal articles
+::: { .publication-badges }
+
+:::
+::: { .pub-citation }
+Sabrina Toro, Anna V Anagnostopoulos, *et al.* (Val Wood co-author) \
+Dynamic Retrieval Augmented Generation of Ontologies using Artificial Intelligence (DRAGON-AI) \
+[10.1186/s13326-024-00320-3](https://doi.org/10.1186/s13326-024-00320-3)
+:::
+
+
+
::: { .publication-badges }
:::