{"id":"W1529899395","doi":"10.1002/9781118410868.wbehibs374","title":"Medical Education and Faculty Development","year":2014,"lang":"en","type":"other","venue":"The Wiley Blackwell Encyclopedia of Health, Illness, Behavior, and Society","topic":"Innovations in Medical Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Mentorship; Excellence; Vitality; Faculty development; Medical education; Professional development; Health care; Psychology; Career development; Pedagogy; Medicine; Political science","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":[0.00799388,0.0002876988,0.0002361779,0.002901623,0.004627473,0.006916289,0.001204377,0.001065087,0.06708881],"category_scores_gemma":[0.02656295,0.0001605392,0.0002871879,0.003336287,0.002605329,0.002036568,0.006327012,0.001561007,0.005729407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009760943,"about_ca_system_score_gemma":0.02441555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005855643,"about_ca_topic_score_gemma":0.01274715,"domain_scores_codex":[0.9875193,0.005642706,0.0005233006,0.0006454712,0.003312403,0.002356841],"domain_scores_gemma":[0.9536785,0.008074663,0.004600563,0.001114706,0.007737983,0.02479354],"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":[0.00008340691,0.0006374959,0.03299483,0.0004804819,0.00002840777,0.000332611,0.006407349,0.0005911224,0.0002527976,0.1823528,0.3086629,0.4671758],"study_design_scores_gemma":[0.00003002113,0.00008072118,0.03336182,0.0005070063,0.00000673343,0.0002150478,0.005354712,0.0002073041,0.0002852313,0.01483261,0.9450972,0.00002162826],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04736879,0.006525577,0.002701116,0.0866008,0.002495,0.0003695512,0.001119845,0.0002396835,0.8525796],"genre_scores_gemma":[0.6581156,0.00558652,0.005610814,0.0120111,0.001924508,0.0003805081,0.0008596851,0.0001325241,0.3153787],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06708881,"threshold_uncertainty_score":0.2244344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01161266279331614,"score_gpt":0.3165940048151902,"score_spread":0.304981342021874,"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."}}