{"id":"W4313549598","doi":"10.1186/s12909-022-03971-x","title":"Exploring medical students’ perspectives of physician leadership","year":2023,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medical education; Medicine; Medical school; MEDLINE; Psychology; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002107063,0.0001550931,0.0003236952,0.0004971955,0.00008652785,0.00001578279,0.0004390938,0.0002043208,0.00160917],"category_scores_gemma":[0.02016021,0.0001404877,0.0001045364,0.001893747,0.0003570567,0.0001821046,0.00009013305,0.0005124594,0.0003315189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001955653,"about_ca_system_score_gemma":0.005290701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004960312,"about_ca_topic_score_gemma":0.00001050479,"domain_scores_codex":[0.9948483,0.0001151664,0.0005872624,0.0003573144,0.003747845,0.0003441567],"domain_scores_gemma":[0.9984428,0.0002665569,0.0001482262,0.0004207911,0.0004093776,0.0003122891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001841116,0.006763417,0.1433288,0.002644999,0.0001948936,0.00001828676,0.02325448,0.000004179432,0.0003199265,0.0199335,0.1445986,0.6587548],"study_design_scores_gemma":[0.002524925,0.0003003951,0.7262778,0.004176938,0.0001657279,0.00006774999,0.2491332,0.002867632,0.0008223147,0.0006094619,0.01262783,0.0004259745],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9701068,0.0002467622,0.0008930701,0.02377324,0.002023179,0.0003624097,7.8241e-7,0.0002089249,0.002384779],"genre_scores_gemma":[0.9870269,0.0004170421,0.002263163,0.006460014,0.001849022,0.00033888,0.0001642102,0.00004181843,0.00143893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6583288,"threshold_uncertainty_score":0.9993035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2173145214944369,"score_gpt":0.4316556877939655,"score_spread":0.2143411662995286,"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."}}