Development of a machine learning model to predict mild cognitive impairment using natural language processing in the absence of screening - Penfold, Robert B.; Carrell, David S.; Cronkite, David J.; Pabiniak, Chester; Dodd, Tammy; Glass, Ashley MH; Johnson, Eric; Thompson, Ella; Arrighi, H. Michael; Stang, Paul E. (BMC medical informatics and decision making, 2022)
Keywords: Alzheimer Disease - diagnosis; Alzheimer's disease; Cognition & reasoning; Cognition disorders; Cognitive ability; Cognitive Dysfunction - diagnosis; Computational linguistics; Data warehouses; Dementia; Dementia disorders; Diagnostic systems; Donepezil; Early identification; Electronic health records; Enrollments; Geriatrics; Health Informatics; Health services utilization; Humans; Impairment; Information Systems and Communication Service; Language; Language processing; Learning algorithms; Machine Learning; Management of Computing and Information Systems; Mass Screening; MCI; Medicine; Medicine & Public Health; Memory; Natural language interfaces; Natural Language Processing; Neurodegenerative diseases; NLP; Patients; Population; Prediction models; Predictions; Primary care; Research Article; Risk factors; Sensitivity; Signs and symptoms; Statistical models; United States; Canada; Montreal Quebec Canada; Early identification; MCI; NLP; Dementia