Hao-Yang Liu

Artificial intelligence for predicting surgical difficulty in laparoscopic cholecystectomy: a systematic review and meta-analysis

Ensemble models achieved the highest pooled AUCs in both training and validation set and Multimodal integration of clinical features, imaging, and intraoperative video also yielded superior performance.