Update publication

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@@ -573,7 +573,7 @@ <h3>Publications</h3>
                 <p></p>
 		<h4>2024</h4>
 		<p>
-		<span class="badge badge-accepted">Accepted</span>
+		<span class="badge badge-published">Published</span>
 		Tiffany J. Callahan, Ignacio J. Tripodi, Adrianne L. Stefanski, Luca Cappelletti,
 		Sanya B. Taneja, Jordan M. Wyrwa, Elena Casiraghi, Nicolas A. Matentzoglu,
 		Justin Reese, Jonathan C. Silverstein, <strong>Charles Tapley Hoyt</strong>,
@@ -582,8 +582,8 @@ <h4>2024</h4>
 		Giorgio Valentini, Marco Mesiti, Lucas A. Gillenwater, Brook Santangelo,
 		Nicole A. Vasilevsky, Robert Hoehndorf, Tellen D. Bennett, Patrick B. Ryan,
 		George Hripcsak, Michael G. Kahn, Michael Bada, William A. Baumgartner Jr, Lawrence E. Hunter
-		<a href="https://arxiv.org/abs/2307.05727">An Open-Source Knowledge Graph Ecosystem for the Life Sciences</a>.
-		<i>Scientific Data</i>, 2024
+		<a href="https://www.nature.com/articles/s41597-024-03171-w">An open source knowledge graph ecosystem for the life sciences</a>.
+	<i>Scientific Data</i>, 2024
                 </p>
 
                 <h4>2023</h4>