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Jin-Xin Sheng

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Open access Oct 2026

A Predictive Model Integrating Coagulation Profiles for Preoperative Risk Stratification of Difficult Single-Incision Laparoscopic Cholecystectomy: A Retrospective Cohort Study Based on Explainable Machine Learning.

BACKGROUND Accurate preoperative prediction of surgical difficulty in single-incision laparoscopic cholecystectomy (SILC) remains challenging, as models for multiport surgery are not directly applicable. METHODS This retrospective single-center study included 520 patients, who were randomly divided into a training co...

Shi-Jie Hu, Yan Xia, Jin-Xin Sheng et al. · 0 citations

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