{"id":"W3159875333","doi":"10.1016/j.medj.2021.04.006","title":"Machine learning in clinical decision making","year":2021,"lang":"no","type":"review","venue":"Med","topic":"Machine Learning in Healthcare","field":"Computer Science","cited_by":273,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"H2020 Marie Skłodowska-Curie Actions; Horizon 2020; Horizon 2020 Framework Programme; Canadian Institute for Advanced Research; Howard Hughes Medical Institute; Weizmann Institute of Science; Bill and Melinda Gates Foundation","keywords":"Clinical decision making; Computer science; Artificial intelligence; Psychology; Machine learning; Medicine; Intensive care medicine","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":[0.003290717,0.0009427228,0.002306978,0.002732628,0.0003072412,0.001968486,0.001121914,0.001980866,0.007284462],"category_scores_gemma":[0.008810859,0.0003886714,0.0009212392,0.003452357,0.001210287,0.002684592,0.0008832482,0.003409215,0.002042945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0014208,"about_ca_system_score_gemma":0.002459629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00192896,"about_ca_topic_score_gemma":0.003193488,"domain_scores_codex":[0.9988218,0.0005461925,0.000144197,0.0001222486,0.000309565,0.00005596142],"domain_scores_gemma":[0.9922574,0.006353717,0.0004035507,0.0001332277,0.0007227398,0.0001293477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007994215,0.00007212508,0.0002708241,0.02299403,0.0002250821,0.00006008245,0.00003634813,0.0006317805,0.00012678,0.008099718,0.0517197,0.9156835],"study_design_scores_gemma":[0.000171421,0.0002428867,0.002939299,0.06029717,0.0008231433,0.0009922761,0.0001281902,0.001933933,0.0005515061,0.02819515,0.9036356,0.0000894969],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004608817,0.9972492,0.0003494484,0.001142984,0.0004940598,0.000006187252,0.00001260095,0.000005276836,0.0006941811],"genre_scores_gemma":[0.001357151,0.9957843,0.000522234,0.0008387387,0.001065365,0.00001075565,0.00002348291,0.000003065929,0.0003948367],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007284462,"threshold_uncertainty_score":0.02436894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1158095976810062,"score_gpt":0.4713244752326469,"score_spread":0.3555148775516406,"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."}}