Design, implementation, and evaluation of the computer-aided clinical decision support system based on learning-to-rank: collaboration between physicians and machine learning in the differential diagnosis process - Miyachi, Yasuhiko; Ishii, Osamu; Torigoe, Keijiro (BMC medical informatics and decision making, 2023)
Keywords: Algorithms; Analysis; Approximation; Artificial Intelligence; Clinical decision making; Clinical decision support system; Collaboration; Computer aided decision processes; Computers; Data mining; Decision support systems; Decision Support Systems, Clinical; Decision-making; Diagnosis; Diagnosis decision support system; Diagnosis, Differential; Diagnostic error; Differential diagnosis; Errors; Family physicians; Filtering systems; General Practitioners; Health aspects; Health care industry; Health Informatics; Humans; Information processing; Information retrieval; Information Systems and Communication Service; Internal medicine; Learning algorithms; Machine Learning; Management of Computing and Information Systems; Medical diagnosis; Medical errors; Medicine; Medicine & Public Health; Physicians; Ranking; Rare diseases; Recommender systems; Signs and symptoms; Technology application; Japan; Rare diseases; Diagnosis decision support system; Clinical decision support system; Explainable artificial intelligence; Information retrieval; Listwise approach; Differential diagnosis; Learning to rank; Approximate NDCG; Diagnostic error