{"id":"W3046174094","doi":"10.1016/j.jsurg.2020.07.010","title":"Operating Room Educational Environment in Canada: Perceptions of Surgical Residents","year":2020,"lang":"en","type":"article","venue":"Journal of surgical education","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; McGill University Health Centre","funders":"","keywords":"Trainer; Workload; Likert scale; Medicine; Family medicine; Medical education; Psychology; Physical therapy; Management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001131115,0.0002507207,0.0002633694,0.0009039505,0.009197786,0.003403413,0.001050116,0.001180676,0.006138086],"category_scores_gemma":[0.005867388,0.0003746204,0.000365081,0.001335286,0.002589206,0.0008372631,0.002353243,0.002573432,0.0003622908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02557176,"about_ca_system_score_gemma":0.05391871,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9658732,"about_ca_topic_score_gemma":0.988679,"domain_scores_codex":[0.9974848,0.0003145636,0.00009437161,0.0001172787,0.0008125316,0.001176371],"domain_scores_gemma":[0.9851817,0.0008554978,0.001377231,0.00006583561,0.003774193,0.00874549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003763788,0.0007962353,0.7387509,0.0001943383,0.00004953848,0.001043154,0.2257869,0.0002241734,0.001210579,0.0009508195,0.01071817,0.0198987],"study_design_scores_gemma":[0.00001676931,0.0001854455,0.4467845,0.0002007731,0.00001477203,0.000174318,0.5429825,0.0002085704,0.0001291268,0.000117005,0.009127101,0.00005915969],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895188,0.000252871,0.00004783667,0.002972691,0.00005161123,0.00003588583,0.0001627549,0.000005153355,0.006952479],"genre_scores_gemma":[0.996178,0.0003617695,0.00009535476,0.001089657,0.00001305415,0.00001132891,0.00007115127,0.000007354898,0.002172306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9658732,"threshold_uncertainty_score":0.1855369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0290689811306047,"score_gpt":0.3131366995652981,"score_spread":0.2840677184346934,"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."}}