A machine learning-based model for predicting the risk of cognitive frailty in elderly patients on maintenance hemodialysis - Cao, Meng; Tang, Bixia; Yang, Liwei; Zeng, Jing (Scientific reports, 2025)
Keywords: 692/308; 692/4022; 692/499; 692/617; 692/699; Aged; Aged, 80 and over; Algorithms; Cholesterol; Classification; Cognitive Dysfunction - diagnosis; Cognitive Dysfunction - epidemiology; Cognitive Dysfunction - etiology; Cognitive frailty; Dialysis; Elderly patients; Female; Frailty; Frailty - etiology; Hemodialysis; Hospitals; Humanities and Social Sciences; Humans; Learning algorithms; Machine Learning; Maintenance hemodialysis; Male; Malnutrition; Middle Aged; multidisciplinary; Neural networks; Nutrition; Patients; Prediction models; Quality of Life; Regression analysis; Renal Dialysis - adverse effects; Risk Assessment; Risk Factors; Risk management; Risk prediction models; Science; Science (multidisciplinary); Social interactions; Support Vector Machine; Cognitive frailty; Risk prediction models; Maintenance hemodialysis; Elderly patients; Machine learning