diff --git a/site/4_publications.md b/site/4_publications.md
index 42dfa81d..92af8ece 100644
--- a/site/4_publications.md
+++ b/site/4_publications.md
@@ -49,7 +49,7 @@ Check out PIGEON-FEATHER: [Github repo](https://github.com/glasgowlab/PIGEON-FEA
 __Daniel C. Pineda Rodriguez__, __Kyle C. Weber__, __Belen Sundberg__, and __Anum Glasgow__. [MAGPIE: an interactive tool for visualizing and analyzing protein-ligand interactions.](https://onlinelibrary.wiley.com/doi/10.1002/pro.5027) *Protein Science*, 33(8), July 2024.
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-Check out MAGPIE: [Google CoLab](https://colab.research.google.com/github/glasgowlab/MAGPIE/blob/GoogleColab/MAGPIE_COLAB.ipynb) / [Github repo](https://github.com/glasgowlab/MAGPIE/tree/local-version) / [Tutorial](https://magpie-docs.readthedocs.io/en/latest/Introduction.html).
+Check out MAGPIE: [Google CoLab](https://colab.research.google.com/github/glasgowlab/MAGPIE/blob/GoogleColab/MAGPIE_COLAB.ipynb) / [Github repo](https://github.com/glasgowlab/MAGPIE/tree/local-version) / [Tutorial](https://magpie-docs.readthedocs.io/en/latest/Introduction.html)
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@@ -68,7 +68,6 @@ Stephanie F. Maurina\*, John P. O'Sullivan\*, Geetika Sharma\*, __Daniel C. Pine
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-<br/>
 
 
 ```{image} ref_figures/lacI.png
@@ -78,7 +77,7 @@ Stephanie F. Maurina\*, John P. O'Sullivan\*, Geetika Sharma\*, __Daniel C. Pine
 :alt: Allostery in the lac repressor.
 ```
 
-__Anum Glasgow\*__, Helen T. Hobbs, Zion R. Perry, __Malcolm L. Wells__, Susan Marqusee<sup>†</sup>, and Tanja Kortemme<sup>†</sup>. [Ligand-specific changes in conformational flexibility mediate long-range allostery in the *lac* repressor.](https://www.nature.com/articles/s41467-023-36798-1) *Nature Communications* 14(1179), February 2023. (\* corresponding author; <sup>†</sup> these authors jointly advised this work.)
+__Anum Glasgow\*__, Helen T. Hobbs, Zion R. Perry, __Malcolm L. Wells__, Susan Marqusee<sup>†</sup>, and Tanja Kortemme<sup>†</sup>. [Ligand-specific changes in conformational flexibility mediate long-range allostery in the *lac* repressor.](https://www.nature.com/articles/s41467-023-36798-1) *Nature Communications* 14(1179), February 2023. (\* corresponding author)
 
 
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@@ -101,7 +100,8 @@ Soumya G. Remesh, Gregory E. Merz, Axel F. Brilot, Un Seng Chio, Alexandrea N. R
 +++
 +++
 
-### Pre-CUMC publications
+#### Pre-CUMC publications
+</br>
 
 ```{image} ref_figures/spluc.jpg
 :height: 150px