diff --git a/README.Rmd b/README.Rmd
index a3b4ec5..fb6040c 100644
--- a/README.Rmd
+++ b/README.Rmd
@@ -19,6 +19,7 @@ knitr::opts_chunk$set(
 [![CRAN status](https://www.r-pkg.org/badges/version/ollamar)](https://CRAN.R-project.org/package=ollamar)
 [![R-CMD-check](https://github.com/hauselin/ollama-r/actions/workflows/R-CMD-check.yaml/badge.svg)](https://github.com/hauselin/ollama-r/actions/workflows/R-CMD-check.yaml)
 [![CRAN_Download_Badge](https://cranlogs.r-pkg.org/badges/grand-total/ollamar)](https://cran.r-project.org/package=ollamar)
+[![DOI](https://joss.theoj.org/papers/10.21105/joss.07211/status.svg)](https://doi.org/10.21105/joss.07211)
 <!-- badges: end -->
 
 The [Ollama R library](https://hauselin.github.io/ollama-r/) is the easiest way to integrate R with [Ollama](https://ollama.com/), which lets you run language models locally on your own machine.
@@ -107,14 +108,17 @@ list_models()
 If you use this library, please cite [this paper](https://doi.org/10.31234/osf.io/zsrg5) using the following BibTeX entry:
 
 ```bibtex
-@article{Lin2024Aug,
-	author = {Lin, Hause and Safi, Tawab},
-	title = {{ollamar: An R package for running large language models}},
-	journal = {PsyArXiv},
-	year = {2024},
-	month = aug,
-	publisher = {OSF},
-	doi = {10.31234/osf.io/zsrg5},
-	url = {https://doi.org/10.31234/osf.io/zsrg5}
+@article{Lin2025JOSS,
+  author = {Lin, Hause and Safi, Tawab}, 
+  title = {ollamar: An R package for running large language models}, 
+  journal = {Journal of Open Source Software}, 
+  volume = {10}, 
+  number = {105}, 
+  pages = {7211}, 
+  year = {2025},
+  month = jan,
+  volume = {10}, 
+  doi = {10.21105/joss.07211},
+	url = {https://joss.theoj.org/papers/10.21105/joss.07211}
 }
 ```
diff --git a/README.md b/README.md
index 5a2b1c9..bdcc7aa 100644
--- a/README.md
+++ b/README.md
@@ -9,6 +9,7 @@
 status](https://www.r-pkg.org/badges/version/ollamar)](https://CRAN.R-project.org/package=ollamar)
 [![R-CMD-check](https://github.com/hauselin/ollama-r/actions/workflows/R-CMD-check.yaml/badge.svg)](https://github.com/hauselin/ollama-r/actions/workflows/R-CMD-check.yaml)
 [![CRAN_Download_Badge](https://cranlogs.r-pkg.org/badges/grand-total/ollamar)](https://cran.r-project.org/package=ollamar)
+[![DOI](https://joss.theoj.org/papers/10.21105/joss.07211/status.svg)](https://doi.org/10.21105/joss.07211)
 <!-- badges: end -->
 
 The [Ollama R library](https://hauselin.github.io/ollama-r/) is the
@@ -133,14 +134,17 @@ paper](https://doi.org/10.31234/osf.io/zsrg5) using the following BibTeX
 entry:
 
 ``` bibtex
-@article{Lin2024Aug,
-    author = {Lin, Hause and Safi, Tawab},
-    title = {{ollamar: An R package for running large language models}},
-    journal = {PsyArXiv},
-    year = {2024},
-    month = aug,
-    publisher = {OSF},
-    doi = {10.31234/osf.io/zsrg5},
-    url = {https://doi.org/10.31234/osf.io/zsrg5}
+@article{Lin2025JOSS,
+  author = {Lin, Hause and Safi, Tawab}, 
+  title = {ollamar: An R package for running large language models}, 
+  journal = {Journal of Open Source Software}, 
+  volume = {10}, 
+  number = {105}, 
+  pages = {7211}, 
+  year = {2025},
+  month = jan,
+  volume = {10}, 
+  doi = {10.21105/joss.07211},
+    url = {https://joss.theoj.org/papers/10.21105/joss.07211}
 }
 ```
diff --git a/inst/CITATION b/inst/CITATION
index 6d0df0b..4d5fa2e 100644
--- a/inst/CITATION
+++ b/inst/CITATION
@@ -1,7 +1,7 @@
 citHeader("To cite ollamar in publications use:")
 
 bibentry(
-  bibtype    = "Article",
+  bibtype  = "Article",
   title    = "ollamar: An R package for running large language models",
   author   = c(
     person("Hause", "Lin", , "hauselin@gmail.com", role = c("aut", "cre", "cph"),
@@ -9,15 +9,14 @@ bibentry(
     person("Tawab", "Safi", , "asaficontact@gmail.com", role = c("aut", "ctb"),
            comment = c(ORCID = "0009-0000-5659-9890"))
     ),
-  journal  = "PsyArXiv",
-  year     = "2024",
-  month    = "aug",
-  publisher = "OSF",
-  doi      = "10.31234/osf.io/zsrg5",
-  url      = "https://doi.org/10.31234/osf.io/zsrg5",
+  journal  = "Journal of Open Source Software",
+  year     = "2025",
+  month    = "jan",
+  doi      = "10.21105/joss.07211",
+  url      = "https://joss.theoj.org/papers/10.21105/joss.07211",
   textVersion = paste0(
-    "Lin, H., & Safi, T. (2024). ",
+    "Lin, H., & Safi, T. (2025). ",
     "ollamar: An R package for running large language models. ",
-    "PsyArXiv. https://doi.org/10.31234/osf.io/zsrg5"
+    "Journal of Open Source Software, 10(105), 7211. doi:10.21105/joss.07211 "
   )
 )