{"id":"W4379352312","doi":"10.1007/978-3-031-34344-5","title":"Artificial Intelligence in Medicine","year":2023,"lang":"en","type":"book","venue":"Lecture notes in computer science","topic":"Machine Learning in Healthcare","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Universidad Nacional de Educación a Distancia; Vrije Universiteit Amsterdam; Universidade da Coruña; Haute école Spécialisée de Suisse Occidentale; Univerza v Mariboru; University of Cyprus; Univerza v Ljubljani; Université Paris-Saclay; Trakya Üniversitesi; Berner Fachhochschule; Stockholms Universitet; Universidade do Porto; Università degli Studi di Verona; Universität Zürich; Université de Bordeaux; Université Charles-de-Gaulle - Lille 3; Universidade de Coimbra; Uniwersytet Łódzki; Università degli Studi di Pavia; Ben-Gurion University of the Negev; Umeå Universitet; Zhejiang University; Université Paris 13; Centre National de la Recherche Scientifique; Politechnika Warszawska; Dalhousie University; College of Engineering, Michigan State University; Università degli Studi di Padova; Kungliga Tekniska Högskolan; Universiteit van Amsterdam; Universiteit Leiden; University of Southern California; University of Aberdeen; Politechnika Poznańska; University of Minnesota; TU Graz, Internationale Beziehungen und Mobilitätsprogramme; University of Haifa; Norges Teknisk-Naturvitenskapelige Universitet; Universitat de Girona; University of Pittsburgh; Emory University; Michigan State University; University of Pennsylvania; Arizona State University; Leibniz-Gemeinschaft; Florida State University; Universidad de Murcia; Universidad Politécnica de Madrid","keywords":"Computer science; Artificial intelligence; Data science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000877927,0.001419391,0.001186685,0.002357112,0.0008597227,0.003490066,0.0006879098,0.001471419,0.07047243],"category_scores_gemma":[0.001661298,0.0005227831,0.0004362192,0.002033278,0.001822531,0.003446875,0.002251934,0.003869057,0.0522037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001131916,"about_ca_system_score_gemma":0.001366637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008343037,"about_ca_topic_score_gemma":0.0029137,"domain_scores_codex":[0.9995281,0.0001014005,0.00001893065,0.00005795348,0.0002665367,0.0000271644],"domain_scores_gemma":[0.9993499,0.0002896737,0.00003796396,0.00008874771,0.0001225716,0.0001111146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001744546,0.00003945398,0.00009496162,0.000387475,0.00001796875,0.00004136749,0.0001972515,0.0003788375,0.000474599,0.07995458,0.6509555,0.2674405],"study_design_scores_gemma":[0.000005627549,0.00001682349,0.0002558659,0.0003464826,0.000006829951,0.0001153236,0.0000462078,0.0002561066,0.00009554948,0.03958784,0.9592621,0.000005105445],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.0004794277,0.2095519,0.01553421,0.01561145,0.01381151,0.0001010364,0.0002301484,0.0004051033,0.7442752],"genre_scores_gemma":[0.005174665,0.08531162,0.007054174,0.006889227,0.007245007,0.0001302933,0.0002447069,0.0002187578,0.8877315],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.07047243,"threshold_uncertainty_score":0.2357537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04571228781604247,"score_gpt":0.3387633634378838,"score_spread":0.2930510756218414,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}