Construction of an XGBoost-SHAP-based malignant transformation risk prediction model for gallbladder polyps

This study developed and validated a risk prediction model for malignant transformation in patients with GBPs. The model demonstrated favorable discrimination, calibration, accuracy, and clinical applicability. Integration with SHAP technology may assist clinicians in optimizing treatment and management strategies.