Whilst this would be perfectly fine (if not overkill) if one were applying these ML models towards prediction, this is undesirable if the goal is to identify many important features that describe the conformational differences. This limitation for the ML module is showcased in the Supplementary Results section for our analyses on both the PDZ3 domain and PTP1B model systems.