{"id":"W2514834349","doi":"10.1097/sla.0000000000001931","title":"Setting Performance Standards for Technical and Nontechnical Competence in General Surgery","year":2016,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal College of Physicians and Surgeons of Canada; University of Calgary; Western University; University of Toronto","funders":"","keywords":"Medicine; Competence (human resources); Credibility; Receiver operating characteristic; Laparoscopic cholecystectomy; Gold standard (test); Medical physics; Statistics; Surgery; Radiology; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.05950887,0.0006733375,0.0007898009,0.003590631,0.001319065,0.002349956,0.001901479,0.001538207,0.001423551],"category_scores_gemma":[0.1655616,0.0003056111,0.0007994777,0.001775466,0.001675673,0.002270191,0.003725204,0.001486389,0.0007902936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003407731,"about_ca_system_score_gemma":0.00815424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002510952,"about_ca_topic_score_gemma":0.002047376,"domain_scores_codex":[0.9459093,0.02569665,0.007489614,0.002813142,0.01661504,0.00147633],"domain_scores_gemma":[0.8371674,0.07298469,0.02822566,0.007213021,0.04937022,0.005039028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001296513,0.001387408,0.7504829,0.0009437287,0.0001517538,0.0001584884,0.006325589,0.004174883,0.004770267,0.005988611,0.005112657,0.2192073],"study_design_scores_gemma":[0.0002134034,0.006818574,0.9375617,0.001364294,0.0001051355,0.0004298362,0.008201886,0.01688949,0.01150498,0.005610181,0.01111109,0.0001895222],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8811924,0.001442487,0.08320665,0.001859347,0.0003888067,0.003578069,0.000650981,0.0003684832,0.02731274],"genre_scores_gemma":[0.9310299,0.0002234089,0.06310549,0.0002438631,0.0001081156,0.003440186,0.0007111243,0.00005575286,0.001082133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05950887,"threshold_uncertainty_score":0.3147168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2560157991108771,"score_gpt":0.3885659162547141,"score_spread":0.1325501171438371,"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."}}