{"id":"W1992997114","doi":"10.1503/cjs.011311","title":"Operative length independently affected by surgical team size: data from 2 Canadian hospitals","year":2012,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Vancouver General Hospital","funders":"","keywords":"Medicine; Surgical team; Team composition; Surgery","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":[0.001475448,0.0005465199,0.0006254215,0.002994154,0.002059155,0.001014226,0.001334783,0.0005722345,0.001878723],"category_scores_gemma":[0.007037879,0.0004759112,0.0006859537,0.007441818,0.0006940528,0.0003884022,0.001344385,0.0006376609,0.00025489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02258351,"about_ca_system_score_gemma":0.0256332,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9656976,"about_ca_topic_score_gemma":0.9776697,"domain_scores_codex":[0.9969177,0.0001749491,0.0003115303,0.0004447933,0.001346216,0.0008047698],"domain_scores_gemma":[0.9901983,0.001013109,0.003605992,0.0003159036,0.003318911,0.00154775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006687886,0.00001488801,0.9963241,0.0000471529,0.00004081094,0.00005970858,0.0003231515,0.00009211651,0.00006788866,0.00001871584,0.0006686655,0.002275928],"study_design_scores_gemma":[0.000004781418,0.00001944667,0.9991069,0.00001940854,0.00001540361,0.00003712424,0.000336139,0.0001066082,0.00002496107,0.000005571087,0.0003169621,0.000006688544],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888532,0.0003339049,0.0001357179,0.0001631685,0.000008430401,0.0000622876,0.009274167,0.00001214309,0.001156935],"genre_scores_gemma":[0.9920743,0.000366285,0.0004020748,0.0001165211,0.00001170378,0.00005744883,0.006663164,0.000009650987,0.0002988131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9656976,"threshold_uncertainty_score":0.1638556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1012181905888501,"score_gpt":0.3971663443174572,"score_spread":0.2959481537286071,"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."}}