{"id":"W3013216601","doi":"10.5489/cuaj.6246","title":"OSCE performance among Quebec urology residents: A retrospective study from 2008–2019","year":2019,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université de Montréal","funders":"","keywords":"Subspecialty; Medicine; IMG; Graduate medical education; Objective structured clinical examination; Family medicine; Clinical Practice; Urology; Gynecology; Internal medicine; Medical education; Accreditation","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.001020335,0.0003453962,0.0003306258,0.001889128,0.00117663,0.0008044373,0.0008085219,0.0003895753,0.002459675],"category_scores_gemma":[0.002716896,0.0002450973,0.0003535427,0.003523214,0.0005535249,0.0004488334,0.0006194985,0.0003625916,0.000318876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00911421,"about_ca_system_score_gemma":0.006895856,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8733952,"about_ca_topic_score_gemma":0.9069781,"domain_scores_codex":[0.9989107,0.00009296797,0.00008871471,0.000202175,0.0004152992,0.0002901723],"domain_scores_gemma":[0.9958633,0.0003098097,0.001419273,0.0001142969,0.001648626,0.000644667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002262287,0.00001213447,0.997722,0.00002054818,0.00002339281,0.00003964691,0.0001310547,0.00001847274,0.0000551184,0.000006012907,0.0003757041,0.00157335],"study_design_scores_gemma":[0.000001502184,0.00002305918,0.9990658,0.00001745146,0.00001100721,0.00004696318,0.0002842986,0.00006528592,0.00002618151,0.000001635599,0.0004537177,0.000003048008],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936876,0.0008238708,0.0001248805,0.000107189,0.00001356536,0.00004361074,0.003964568,0.00001335187,0.001221299],"genre_scores_gemma":[0.9971231,0.0003191487,0.0001141457,0.00008953876,0.00000905141,0.00003092229,0.001889335,0.00000519366,0.0004196044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1266048,"threshold_uncertainty_score":0.2547007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009907382571906705,"score_gpt":0.2345919987410982,"score_spread":0.2246846161691915,"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."}}