{"id":"W2972513998","doi":"10.1097/acm.0000000000002987","title":"Teaching Professionalism in Postgraduate Medical Education: A Systematic Review","year":2019,"lang":"en","type":"review","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Wilson Centre; Baycrest Hospital; University of Toronto","funders":"","keywords":"Curriculum; Medical education; Psychological intervention; MEDLINE; Modalities; Medicine; Randomized controlled trial; Faculty development; Intervention (counseling); Psychology; Family medicine; Professional development; Nursing; Internal medicine; Pedagogy","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","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.008845584,0.0007446661,0.006650934,0.00121509,0.00008333088,0.000004529357,0.0009284882,0.001621926,0.001269748],"category_scores_gemma":[0.04703546,0.0004607981,0.000297185,0.001842527,0.0002524946,0.000120148,0.0001704451,0.008289128,0.0007006903],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008903492,"about_ca_system_score_gemma":0.00862076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006761298,"about_ca_topic_score_gemma":8.060852e-7,"domain_scores_codex":[0.9903796,0.001157288,0.004436433,0.0008534428,0.002607356,0.0005658666],"domain_scores_gemma":[0.9956741,0.0007291448,0.001607311,0.001317179,0.000364275,0.0003080204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000002165619,0.00005237746,0.00000328215,0.6914305,0.00008338275,0.00001941652,0.0003134437,1.080592e-9,3.921885e-8,0.002323008,0.08845051,0.2173219],"study_design_scores_gemma":[0.0002913348,0.00004181654,8.433391e-7,0.5494902,0.002936099,0.001140211,0.0001724693,0.000007496979,7.747593e-9,0.0001098601,0.4456117,0.0001979854],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003041133,0.945272,0.00001494731,0.04029585,0.002827421,0.008387127,0.000002389731,0.00008841442,0.003108825],"genre_scores_gemma":[0.000003711603,0.9335043,0.0000931278,0.04504909,0.001675821,0.001947568,0.001153707,0.0001137128,0.01645896],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3571611,"threshold_uncertainty_score":0.9997844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1243903657701744,"score_gpt":0.5275776378890651,"score_spread":0.4031872721188907,"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."}}