diff --git a/site/4_publications.md b/site/4_publications.md
index 50d92ec0..fe7e305f 100644
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 (my-label)=
 ## Publications
 
-__Daniel C. Pineda Rodriguez__, __Kyle C. Weber__, __Belen Sundberg__, and __Anum Glasgow__. [MAGPIE: an interactive tool for visualizing and analyzing protein-ligand interactions.](https://www.biorxiv.org/content/10.1101/2023.09.04.556273v2) *bioRxiv*, March 2024. Check out MAGPIE on Google CoLab [here](https://colab.research.google.com/github/glasgowlab/MAGPIE/blob/GoogleColab/MAGPIE_COLAB.ipynb).
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+__Daniel C. Pineda Rodriguez__, __Kyle C. Weber__, __Belen Sundberg__, and __Anum Glasgow__. [MAGPIE: an interactive tool for visualizing and analyzing protein-ligand interactions.](https://www.biorxiv.org/content/10.1101/2023.09.04.556273v2) Accepted at *Protein Science*, May 2024.
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+Check out MAGPIE on Google CoLab [here](https://colab.research.google.com/github/glasgowlab/MAGPIE/blob/GoogleColab/MAGPIE_COLAB.ipynb).
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