{"id":"W2951058934","doi":"10.1093/milmed/usz140","title":"Leadership Training in Graduate Medical Education: Time for a Requirement?","year":2019,"lang":"en","type":"article","venue":"Military Medicine","topic":"Education, Leadership, and Health Research","field":"Social Sciences","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Graduate medical education; Accreditation; Medical education; Curriculum; Feeling; Likert scale; Psychology; Medicine; Pedagogy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006929173,0.0001033816,0.0002582758,0.0002286563,0.0002209678,0.000004968817,0.0003313273,0.0001333098,0.006590642],"category_scores_gemma":[0.003424231,0.00009322805,0.00003966489,0.0004639216,0.0004995678,0.0001681904,0.00001121939,0.000285139,0.0001754928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002264224,"about_ca_system_score_gemma":0.004900076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005195069,"about_ca_topic_score_gemma":0.0102443,"domain_scores_codex":[0.9972444,0.000382517,0.0003773787,0.0003100633,0.001026334,0.0006593371],"domain_scores_gemma":[0.9983389,0.0008158995,0.00003734677,0.0002065397,0.0001694443,0.0004318673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001452079,0.0002871194,0.01651744,0.0008453181,0.00002224826,0.000003495432,0.7006723,0.000001518112,0.00004727837,0.02367635,0.1671618,0.09061997],"study_design_scores_gemma":[0.001800838,0.0004498281,0.01353935,0.001139775,0.00001395257,0.000002495662,0.776153,0.0003076097,0.000003623916,0.008555145,0.1978008,0.0002336429],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2626293,0.006771549,0.00002657258,0.6799762,0.00217689,0.001768186,0.000002265145,0.0000707267,0.04657826],"genre_scores_gemma":[0.9500424,0.0006733716,0.0004210942,0.01050169,0.00413408,0.0002252232,0.00008380741,0.00002297053,0.03389532],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6874131,"threshold_uncertainty_score":0.9943175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4234486018804035,"score_gpt":0.4968517363322086,"score_spread":0.07340313445180507,"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."}}