{"id":"W2328303310","doi":"10.1097/acm.0000000000001035","title":"Transforming the Academic Faculty Perspective in Graduate Medical Education to Better Align Educational and Clinical Outcomes","year":2015,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Graduate medical education; Perspective (graphical); Medical education; Graduate students; Graduate education; Academic medicine; Faculty development; Higher education; MEDLINE; Psychology; Medicine; Professional development; Political science; Accreditation; Computer 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005401988,0.0002523413,0.0005375825,0.0004266438,0.00009416714,0.000005799656,0.0003586381,0.0005499041,0.000207731],"category_scores_gemma":[0.02898471,0.0001561279,0.00005308352,0.0009862914,0.0006480433,0.0001751058,0.00006775522,0.002982201,0.00006800176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004857945,"about_ca_system_score_gemma":0.002232137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005688506,"about_ca_topic_score_gemma":0.00003281821,"domain_scores_codex":[0.9960589,0.0001932566,0.001261303,0.0005218685,0.001568954,0.0003957505],"domain_scores_gemma":[0.9977274,0.0005490613,0.0001792102,0.0003235773,0.000582332,0.0006384243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001293885,0.0001440298,0.5795996,0.00004365786,0.0000903785,0.000004853714,0.03193416,7.555865e-7,0.00004054387,0.02235884,0.2841989,0.08145498],"study_design_scores_gemma":[0.004532423,0.0004238528,0.8747039,0.001302869,0.0002769091,0.0003853279,0.0435885,0.0003353712,0.00003329957,0.02768095,0.04637542,0.0003611859],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5478132,0.0003567577,0.0002736748,0.4484844,0.001072666,0.0006449677,0.000001313259,0.00002399707,0.001329089],"genre_scores_gemma":[0.8935217,0.0004237482,0.000705492,0.1004901,0.003147814,0.0002104306,0.0001063025,0.0000312069,0.001363203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3479943,"threshold_uncertainty_score":0.9993179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1598369225738666,"score_gpt":0.5103894657112849,"score_spread":0.3505525431374183,"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."}}