The application of machine learning for identifying frailty in older patients during hospital admission - Chou, Yin-Yi; Wang, Min-Shian; Lin, Cheng-Fu; Lee, Yu-Shan; Lee, Pei-Hua; Huang, Shih-Ming; Wu, Chieh-Liang; Lin, Shih-Yi (BMC medical informatics and decision making, 2024)
Keywords: Admission and discharge; Aged; Aged patients; Aged, 80 and over; Algorithms; Blood tests; Care and treatment; Chronic fatigue syndrome; Data systems; Datasets; Elderly; Electronic health records; Exercise; Feature selection; Female; Frail Elderly; Frailty; Frailty - diagnosis; Geriatric Assessment - methods; Geriatrics; Glomerular filtration rate; Health Informatics; Hemoglobin; Hospital admission; Hospital patients; Hospitalization; Hospitals; Humans; Information Systems and Communication Service; Learning algorithms; Leukocytes (neutrophilic); Machine Learning; Male; Management of Computing and Information Systems; Medical records; Medical research; Medicine; Medicine & Public Health; Medicine, Experimental; Missing data; Older people; Parameter identification; Patients; Phenotypes; Physiology; Prediction models; Python; Regression analysis; Support Vector Machine; Support vector machines; Urea; Taiwan; Frailty; Elderly; Hospital admission; Machine learning