{"id":"W4391840138","doi":"10.1016/j.jogc.2024.102407","title":"Learning to Lead: An Exploration of Leadership Development in Obstetrics and Gynaecology","year":2024,"lang":"en","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Innovations in Medical Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University; University of Ottawa; McMaster University; University of Toronto","funders":"McMaster University","keywords":"Medicine; Obstetrics and gynaecology; Leadership development; Medical education; Value (mathematics); Management; Pregnancy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008103203,0.0003209898,0.0002995989,0.002194931,0.009976475,0.0160988,0.001716073,0.001974643,0.004410712],"category_scores_gemma":[0.0102675,0.0001933953,0.0003919786,0.003835419,0.01262036,0.004622424,0.005898471,0.003849727,0.0002852271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02192769,"about_ca_system_score_gemma":0.08091956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06666686,"about_ca_topic_score_gemma":0.1870653,"domain_scores_codex":[0.9908943,0.006198096,0.00009209682,0.0001655803,0.0009116378,0.001738153],"domain_scores_gemma":[0.9873887,0.007314265,0.0006100521,0.0001487643,0.001442004,0.003096122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001122415,0.0006708014,0.02105046,0.0008406036,0.00002031488,0.001849957,0.3087352,0.0006208303,0.0002062903,0.4640668,0.01946365,0.1823628],"study_design_scores_gemma":[0.00005718496,0.0002054503,0.01565553,0.00179198,0.00002208755,0.0007129228,0.7425678,0.00111845,0.0002786801,0.07335506,0.1641992,0.00003558512],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3029759,0.01679225,0.006161772,0.1729383,0.001062224,0.0004452294,0.00008972544,0.00006297231,0.4994717],"genre_scores_gemma":[0.9734937,0.006439403,0.00307073,0.004480136,0.0001480408,0.00009970584,0.00002344525,0.0000203055,0.01222437],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06666686,"threshold_uncertainty_score":0.1590973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05685805288359213,"score_gpt":0.302279692112549,"score_spread":0.2454216392289569,"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."}}