{"id":"W4236333399","doi":"10.21203/rs.2.14044/v3","title":"Leadership Training Programs in Graduate Medical Education: A Systematic Review","year":2020,"lang":"en","type":"review","venue":"Research Square","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Division of Graduate Education","keywords":"Training (meteorology); Medical education; Graduate medical education; Graduate students; Graduate education; Psychology; Medicine; Accreditation; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01179841,0.00127226,0.007128402,0.009169921,0.0007157698,0.002816418,0.002362039,0.001777598,0.005209583],"category_scores_gemma":[0.05036738,0.001047966,0.006484647,0.01335317,0.000897849,0.002705712,0.001697011,0.001276504,0.0003051792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004856813,"about_ca_system_score_gemma":0.0158045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007390606,"about_ca_topic_score_gemma":0.02189174,"domain_scores_codex":[0.988882,0.004234262,0.00354742,0.0006604996,0.002336642,0.0003391363],"domain_scores_gemma":[0.9542044,0.03232566,0.008815871,0.0005139068,0.003492287,0.000647846],"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":[0.0001997445,0.00003139626,0.0008176688,0.9664766,0.005151222,0.00008498839,0.0002274579,0.00006610625,0.00005771804,0.00009905551,0.0007787186,0.02600933],"study_design_scores_gemma":[0.000434058,0.0002746757,0.004460897,0.9496741,0.03651964,0.000231551,0.000424179,0.00007071775,0.000112437,0.0001244987,0.007649424,0.0000238078],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003080254,0.9948434,0.0001758183,0.0002449961,0.00009911934,0.0008133705,0.0003214656,0.00001331485,0.0004083182],"genre_scores_gemma":[0.03680029,0.9589996,0.001180711,0.000553368,0.00009676221,0.001967276,0.0002592906,0.000007271152,0.0001355052],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01179841,"threshold_uncertainty_score":0.06239671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6845068640316202,"score_gpt":0.5808505256664483,"score_spread":0.1036563383651719,"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."}}