Machine Learning Models for Predicting Response to Percutaneous Transhepatic Biliary Drainage in Malignant Obstructive Jaundice: A Retrospective Cohort Study.
Pre-procedural ML-based prediction of PTBD response is feasible with a modest AUC, and logistic regression generalises most reliably in this small, class-imbalanced dataset.