{"id":"W2440573375","doi":"10.5489/cuaj.3840","title":"Slower but safe? Resident involvement in urological surgeries","year":2016,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; General surgery","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003023372,0.0001473942,0.0002659345,0.0007472222,0.002720235,0.001785449,0.001176306,0.00130693,0.0140939],"category_scores_gemma":[0.02843668,0.0003260619,0.0004235782,0.000902921,0.0007934811,0.00216138,0.002259847,0.00409019,0.0007443595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00240327,"about_ca_system_score_gemma":0.011841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04699757,"about_ca_topic_score_gemma":0.1269723,"domain_scores_codex":[0.9956139,0.001127113,0.0002302774,0.0002132645,0.0009482304,0.001867259],"domain_scores_gemma":[0.9635526,0.003296913,0.007283121,0.0003174704,0.003298729,0.02225129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002090175,0.0008948042,0.902638,0.0002043119,0.00004769413,0.0005965785,0.007508419,0.0001010369,0.0001683366,0.001061397,0.02624531,0.0603251],"study_design_scores_gemma":[0.0000276899,0.000365948,0.9422278,0.0007150485,0.00003824626,0.001112483,0.04113476,0.0002656589,0.0001190739,0.001029248,0.01292068,0.00004336502],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9346573,0.00197965,0.0002471742,0.0444339,0.000836778,0.00003659489,0.0004131533,0.00001974329,0.01737586],"genre_scores_gemma":[0.9915363,0.001375726,0.0002736226,0.003745288,0.0003859221,0.00002238991,0.0002128363,0.00002299057,0.002424865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04699757,"threshold_uncertainty_score":0.09344804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01353565847590202,"score_gpt":0.2240952369299738,"score_spread":0.2105595784540718,"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."}}