Revise encoding models section title and content

Updated the name and improved the description for clarity.

Author: stephaniewankowicz

_research/encoding.md

@@ -1,8 +1,8 @@
 ---
-name: Encoding dynamic models
+name: Encoding and validating dynamic models
 index: 5
 image: /assets/images/encoding.jpg
 image_alt: Encoding Multiple States of Proteins
 ---
 
-Correctly representing and encoding the outputs of structural modeling is essential for translating them into biological insight. To enable AI co-driven scientific discovery, these representations must be both machine-readable and human-interpretable to leverage the full richness of existing and future experimental data and provide interpretable feedback to guide human insight. We are developing infrastructure to improve model encoding and data architecture, allowing the others to learn from the rich experimental data collected in this project. 
+Correctly representing and encoding the outputs of structural modeling is essential for translating them into biological insight. To enable AI co-driven scientific discovery, these representations must be both machine-readable and human-interpretable to leverage the full richness of existing and future experimental data. We are developing infrastructure to improve model encoding and validation, enabling others to learn from the rich experimental data collected in this project.