Explainable machine learning model for predicting acute pancreatitis mortality in the intensive care unit - Jiang, Meng; Wu, Xiao-peng; Lin, Xing-chen; Li, Chang-li (BMC gastroenterology, 2025)
Keywords: Acute Disease; Acute pancreatitis; Adult; Aged; Algorithms; Analysis; APACHE; Care and treatment; China; Clinical medicine; Datasets; Development and progression; Female; Forecasts and trends; Health aspects; Hospital Mortality; Humans; Intensive care; Intensive Care Units; Learning algorithms; Machine Learning; Male; Medical research; Medicine, Experimental; Methods; Middle Aged; Missing data; Mortality; Online databases; Pancreatitis; Pancreatitis - mortality; Patient admissions; Patients; Prediction; Prediction models; Prevention; Prognosis; Prognostic factor; Risk Assessment - methods; Risk groups; ROC Curve; Severity of Illness Index; Triage (Medicine); Vital signs; XGBoost; China; Prognostic factor; Acute pancreatitis; Mortality; XGBoost; Prediction