Update index.rst

docs/index.rst

@@ -2,7 +2,7 @@ Facemap
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 Facemap is a framework for predicting neural activity from mouse orofacial movements. It includes a pose estimation model for tracking distinct keypoints on the mouse face, a neural network model for predicting neural activity using the pose estimates, and also can be used compute the singular value decomposition (SVD) of behavioral videos.
 
-For more details, please see our `paper <https://www.biorxiv.org/content/10.1101/2022.11.03.515121v1>`__ and `twitter thread <https://twitter.com/Atika_Ibrahim/status/1588885329951367168?s=20>`__. 
+For more details, please see our `paper <https://www.nature.com/articles/s41593-023-01490-6>`__ and `twitter thread <https://twitter.com/Atika_Ibrahim/status/1588885329951367168?s=20>`__. 
 
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