Development and validation of the PHM-CPA model to predict in-hospital mortality for cirrhotic patients with acute kidney injury - Zheng, Luyan; Yang, Jing; Zhao, Lingzhu; Li, Chen; Fang, Kailu; Li, Shuwen; Wu, Jie; Zheng, Min (Digestive and liver disease, 2025)
Keywords: Acute Kidney Injury - etiology; Acute Kidney Injury - mortality; Aged; AKI; China - epidemiology; Cirrhotic patients; Female; Hospital Mortality; Humans; In-hospital mortality; Liver Cirrhosis - complications; Liver Cirrhosis - mortality; Logistic Models; Machine Learning; Male; Middle Aged; Prognosis; Retrospective Studies; Risk Assessment - methods; China; In-hospital mortality; SHAP; sCr; EHRs; LR; CI; TRIPOD; TPE; AUROC; Cox PH; eICU-CRD; HDL; RBC; MIMIC; Cirrhotic patients; XGBoost; Machine learning; KDIGO; BUN; PHM-CPA; HE; CTP; AKI