Identifying undetected dementia in UK primary care patients: a retrospective case-control study comparing machine-learning and standard epidemiological approaches - Ford, Elizabeth; Rooney, Philip; Oliver, Seb; Hoile, Richard; Hurley, Peter; Banerjee, Sube; van Marwijk, Harm; Cassell, Jackie (BMC medical informatics and decision making, 2019)
Keywords: Aged; Algorithms; Analysis; Artificial intelligence; Artificial neural networks; Bayes Theorem; Bayesian analysis; Case-Control Studies; Clinical decision-making; Clinical medicine; Codes; Computational Biology; Datasets; Dementia; Dementia - diagnosis; Dementia disorders; Development and progression; Diagnosis; Disorientation; Early detection; Electronic Health Records; Electronic records; Epidemiology; Family medicine; Female; General practice; General practitioners; Health care; Health care reform; Health Informatics; Health planning; Humans; Information Systems and Communication Service; knowledge support systems; Learning algorithms; Logistic Models; Machine Learning; Male; Management of Computing and Information Systems; Medical diagnosis; Medical practice; Medical records; Medical research; Medicine; Medicine & Public Health; Memory; Mental disorders; Neural networks; Neural Networks, Computer; Patients; Prediction; Primary care; Primary Health Care; Public health; Public health movements; Regression analysis; Regression models; Research Article; Retrospective Studies; Risk Assessment; Schizophrenia; Socialized medicine; State Medicine; Support Vector Machine; Support vector machines; theory; United Kingdom; United Kingdom; United Kingdom--UK; Prediction; Machine learning; General practice; Diagnosis; Primary care; Electronic health records; Early detection; Dementia