{"id":"W2010469254","doi":"10.1503/cjs.032909","title":"Value of an objective assessment tool in the operating room","year":2011,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Certification; Learning curve; Graduation (instrument); Confidence interval; Medical physics; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006702289,0.0004729843,0.0004445768,0.001323167,0.0001820488,0.0009752496,0.0005591076,0.0004937287,0.001994012],"category_scores_gemma":[0.04646031,0.0001526938,0.0003418866,0.0005505264,0.0003959074,0.00132558,0.000956791,0.0005295443,0.0004016361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004167091,"about_ca_system_score_gemma":0.001108691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006435147,"about_ca_topic_score_gemma":0.001314516,"domain_scores_codex":[0.9912537,0.003776311,0.0006551979,0.0003765082,0.003780372,0.0001579107],"domain_scores_gemma":[0.9623286,0.02149082,0.007341669,0.00147843,0.00599484,0.001365592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001963526,0.0008084449,0.6220697,0.0005492654,0.0001864882,0.0001425347,0.0007037539,0.001464131,0.002868713,0.0002106774,0.001792663,0.3672402],"study_design_scores_gemma":[0.0001882565,0.006056255,0.9712579,0.0005768053,0.0001493894,0.00104564,0.000979057,0.01115054,0.004292292,0.0006346201,0.003562297,0.0001069784],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808312,0.001011909,0.01141825,0.0004402131,0.0001483517,0.0003744189,0.0004320056,0.000170596,0.005172919],"genre_scores_gemma":[0.9824739,0.0004190759,0.01579188,0.0001250766,0.00006821394,0.0003000692,0.0002756154,0.00001353587,0.0005326519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006702289,"threshold_uncertainty_score":0.03544551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08662215172368087,"score_gpt":0.3116997769621391,"score_spread":0.2250776252384583,"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."}}