diff --git a/paper/JOSS/paper.bib b/paper/JOSS/paper.bib
index ae5d7db..252775e 100644
--- a/paper/JOSS/paper.bib
+++ b/paper/JOSS/paper.bib
@@ -739,18 +739,19 @@ @ARTICLE{Zevin+2020
 
 @ARTICLE{Gaspari+2024b,
        author = {{Gaspari}, N. and {Stevance}, H.~F. and {Levan}, A.~J. and {Chrimes}, A.~A. and {Lyman}, J.~D.},
-        title = "{Binary neutron star merger offsets from their host galaxies. GW 170817 as a case study}",
-      journal = {arXiv e-prints},
-     keywords = {Astrophysics - High Energy Astrophysical Phenomena},
+        title = "{Binary neutron star merger offsets from their host galaxies: GW 170817 as a case study}",
+      journal = {Astronomy & Astrophysics},
+     keywords = {gravitational waves, stars: kinematics and dynamics, stars: neutron, galaxies: individual: NGC 4993, Astrophysics - High Energy Astrophysical Phenomena},
          year = 2024,
-        month = oct,
-          eid = {arXiv:2410.19480},
-        pages = {arXiv:2410.19480},
-          doi = {10.48550/arXiv.2410.19480},
+        month = dec,
+       volume = {692},
+          eid = {A21},
+        pages = {A21},
+          doi = {10.1051/0004-6361/202450908},
 archivePrefix = {arXiv},
        eprint = {2410.19480},
  primaryClass = {astro-ph.HE},
-       adsurl = {https://ui.adsabs.harvard.edu/abs/2024arXiv241019480G},
+       adsurl = {https://ui.adsabs.harvard.edu/abs/2024A&A...692A..21G},
       adsnote = {Provided by the SAO/NASA Astrophysics Data System}
 }