Beyond Calibration: Confounding Pathology Limits Foundation Model Specificity in Abdominal Trauma CT

Jineel H Raythatha, Shuchang Ye, Jeremy Hsu +1

Purpose: Translating foundation models into clinical practice requires evaluating their performance under compound distribution shift, where severe class imbalance coexists with he…