{"id":"W4323034627","doi":"10.1002/9781119790686.ch3","title":"AI and Medical Education","year":2023,"lang":"en","type":"other","venue":"AI in Clinical Medicine","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Certification; Medical education; Engineering ethics; Medical knowledge; Clinical Practice; Professional development; Medical practice; Continuing medical education; Medicine; Knowledge management; Continuing education; Computer science; Political science; Engineering; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001381426,0.0005261432,0.0003677846,0.001253642,0.002268274,0.007957137,0.0006390251,0.002929252,0.02812731],"category_scores_gemma":[0.003384562,0.0001769011,0.000259399,0.001774974,0.006896954,0.004667056,0.002723231,0.003533993,0.007982597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00382399,"about_ca_system_score_gemma":0.004285731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003816038,"about_ca_topic_score_gemma":0.00482883,"domain_scores_codex":[0.9984847,0.0006749223,0.00005595011,0.0001324822,0.0005027593,0.0001492454],"domain_scores_gemma":[0.9987726,0.000612888,0.00008695411,0.00009118181,0.0001925478,0.0002439249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000133914,0.00002533355,0.000236188,0.0003104567,0.000005747876,0.00007811653,0.001905103,0.0003341472,0.00009268714,0.7099053,0.1347335,0.15236],"study_design_scores_gemma":[0.00000344564,0.0000105066,0.000210363,0.000375448,0.000001700695,0.0001039572,0.0005033455,0.0001073231,0.00003946618,0.1071086,0.8915302,0.000005741455],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008053484,0.08548938,0.003811256,0.0434164,0.002854672,0.00003633781,0.00005877192,0.0001231429,0.8634046],"genre_scores_gemma":[0.0977628,0.154951,0.01476051,0.03270256,0.006971455,0.0001975346,0.0001636837,0.0001590664,0.6923315],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02812731,"threshold_uncertainty_score":0.09409523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2897074512210959,"score_gpt":0.6119770039110419,"score_spread":0.322269552689946,"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."}}