{"id":"W3032018859","doi":"10.1186/s12909-020-02089-2","title":"Leadership training programs in graduate medical education: a systematic review","year":2020,"lang":"en","type":"review","venue":"BMC Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Division of Graduate Education; Arnold P. Gold Foundation","keywords":"Graduate medical education; CINAHL; Medical education; MEDLINE; Curriculum; Medicine; Interpersonal communication; Psychology; Nursing; Accreditation; Pedagogy; Political science; Psychological intervention","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"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":[0.005723194,0.0008851716,0.005174725,0.0008673363,0.0001105196,0.00006944884,0.001071759,0.001447859,0.00219167],"category_scores_gemma":[0.1220309,0.0007009991,0.0007410628,0.004352243,0.0003875459,0.0001716571,0.0001129479,0.003429729,0.0007711718],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001346917,"about_ca_system_score_gemma":0.1457619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003781785,"about_ca_topic_score_gemma":0.00005368897,"domain_scores_codex":[0.9877903,0.001429398,0.004258093,0.001213201,0.004495754,0.0008132358],"domain_scores_gemma":[0.9945341,0.0006624064,0.001442648,0.001325625,0.0006640856,0.001371187],"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":[0.000002947309,0.0008949181,0.000005801043,0.4889565,0.00005643193,0.0000119845,0.0004188213,1.80753e-9,1.365636e-9,0.000440223,0.02384022,0.4853722],"study_design_scores_gemma":[0.0002556493,0.00007011719,0.000004805293,0.6454496,0.001931204,0.001159959,0.001921877,0.00004367195,8.753359e-9,0.00004607571,0.3487418,0.0003752704],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00000502274,0.9632804,0.0001798259,0.02322655,0.003356745,0.008629783,0.000001696524,0.0002091984,0.001110791],"genre_scores_gemma":[0.00001457315,0.9469739,0.00264071,0.03452805,0.002703448,0.009378857,0.002515504,0.0001593376,0.001085657],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4849969,"threshold_uncertainty_score":0.9998485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4299883938648753,"score_gpt":0.4787055747493428,"score_spread":0.04871718088446753,"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."}}