{"id":"W4415728564","doi":"10.1002/9781118410868.wbehibs374.pub2","title":"Medical Education and Faculty Development","year":2025,"lang":"en","type":"other","venue":"The Wiley Blackwell Encyclopedia of Health, Illness, Behavior, and Society","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Mentorship; Faculty development; Excellence; Professional development; Vitality; Career development; Higher education","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":[0.008008645,0.0002792956,0.0002384319,0.002938778,0.004684025,0.006740401,0.001131116,0.00121705,0.07702783],"category_scores_gemma":[0.02540759,0.0001769628,0.0002875337,0.003247548,0.002828808,0.001917253,0.005926247,0.00161417,0.007626557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009763229,"about_ca_system_score_gemma":0.02461263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006642906,"about_ca_topic_score_gemma":0.01285946,"domain_scores_codex":[0.9880298,0.005621546,0.0004555841,0.0005820623,0.002893629,0.002417402],"domain_scores_gemma":[0.9542429,0.008157426,0.004190302,0.001030951,0.007084986,0.02529354],"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":[0.00008149237,0.0004827318,0.023427,0.0004148704,0.00002089192,0.0003036455,0.004824896,0.0004843739,0.0002210849,0.1796159,0.3625609,0.4275623],"study_design_scores_gemma":[0.00002738405,0.00007000168,0.02511986,0.0004148161,0.000004526677,0.0001788785,0.003466932,0.000172945,0.0002349498,0.01322952,0.9570616,0.00001839064],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03095479,0.008158779,0.002061349,0.0999306,0.002776994,0.0002984709,0.001044102,0.0002201941,0.8545547],"genre_scores_gemma":[0.5883541,0.006983353,0.004758241,0.01437615,0.002523962,0.0003584194,0.000817446,0.0001336109,0.3816946],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07702783,"threshold_uncertainty_score":0.2576838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01180551726424684,"score_gpt":0.2987525050296131,"score_spread":0.2869469877653663,"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."}}