{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001734192,0.0002019244,0.0007650523,0.0004131186,0.00002288393,0.000004788779,0.0001103639,0.001017768,0.004478911],"category_scores_gemma":[0.01320069,0.0001546649,0.00006151513,0.0003703996,0.0005038572,0.00002475662,0.00004035952,0.00129774,0.0004884607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006672273,"about_ca_system_score_gemma":0.001581826,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006885098,"about_ca_topic_score_gemma":0.005815931,"domain_scores_codex":[0.9973372,0.0001281756,0.001231709,0.0004982891,0.0005385445,0.0002660444],"domain_scores_gemma":[0.9976411,0.00101507,0.0001974356,0.000425388,0.0001112574,0.0006097856],"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":[0.00002422976,0.0001548056,0.03781462,0.0001679033,0.00001663241,0.00002218968,0.00008570083,7.1218e-9,1.745607e-7,0.0002847988,0.5978742,0.3635547],"study_design_scores_gemma":[0.0002947988,0.0007332339,0.02458537,0.009990709,0.00011902,0.00004435151,0.000378879,0.0001518321,0.000001960805,0.003467772,0.9600369,0.0001951365],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.002361455,0.008721071,0.0001204371,0.7293468,0.01863364,0.001647103,0.000004360155,0.0007430132,0.2384222],"genre_scores_gemma":[0.03663861,0.05168277,0.0002229441,0.2244203,0.02895907,0.000212167,0.000177806,0.001212786,0.6564735],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5049264,"threshold_uncertainty_score":0.9997281,"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."}}