{"id":"W4396515262","doi":"10.36834/cmej.79045","title":"Medicine's digital revolution","year":2024,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Université Laval; Université du Québec à Montréal","funders":"","keywords":"Computer science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00878612,0.0007165287,0.0007592396,0.002544605,0.004067759,0.01135484,0.001097475,0.0107074,0.03347186],"category_scores_gemma":[0.01796285,0.0003442066,0.0006708583,0.001946555,0.01995891,0.007253817,0.005345864,0.01078662,0.004655254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01631093,"about_ca_system_score_gemma":0.02297184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0491354,"about_ca_topic_score_gemma":0.07002953,"domain_scores_codex":[0.995621,0.001101337,0.0001405302,0.0004660292,0.001890431,0.0007805827],"domain_scores_gemma":[0.9898512,0.003326562,0.000402552,0.0009446238,0.001444474,0.004030639],"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":[0.0000250988,0.00002293247,0.0001645807,0.00008962436,0.00001022198,0.00005870594,0.0004466843,0.00007053156,0.00007243204,0.3566552,0.6135012,0.02888287],"study_design_scores_gemma":[0.00001330159,0.00001080472,0.0004972888,0.0001446855,0.00000579911,0.00005783411,0.0002543282,0.00004090654,0.00003462765,0.04073069,0.9582008,0.00000889511],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001096092,0.03665472,0.0003689555,0.7610822,0.02468921,0.0000107955,0.0001825144,0.00007655693,0.1758389],"genre_scores_gemma":[0.1130088,0.04645894,0.001082627,0.5762831,0.04781204,0.00006180492,0.0002698959,0.0001407738,0.2148821],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0491354,"threshold_uncertainty_score":0.1183447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07104764691005432,"score_gpt":0.4218749908248972,"score_spread":0.3508273439148428,"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."}}