{"id":"W3159191780","doi":"10.1016/j.cjca.2021.04.020","title":"Current Status of Simulation Use in Canadian Cardiac Surgery Training Programs","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Health; University of Alberta; Alberta Health Services","funders":"","keywords":"Medicine; Apprenticeship; Simulation training; Duty; Medical education; Training (meteorology); Surgical simulation; Surgery; Simulation","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":[0.005644619,0.0004609647,0.0005643457,0.004196551,0.00251414,0.004367702,0.004171874,0.00112276,0.01387127],"category_scores_gemma":[0.03005442,0.0003740806,0.0007519639,0.006417987,0.001438557,0.001439966,0.001932996,0.001145365,0.0008101252],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04186397,"about_ca_system_score_gemma":0.1221277,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9560205,"about_ca_topic_score_gemma":0.9596944,"domain_scores_codex":[0.9912804,0.001244692,0.0005572328,0.0006893916,0.004702682,0.001525527],"domain_scores_gemma":[0.9470646,0.007398113,0.003174579,0.0007252471,0.03184248,0.009794927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007311557,0.0006482378,0.3120281,0.002714001,0.0001490968,0.0002148157,0.0043375,0.002199134,0.0006286495,0.003969446,0.06926201,0.6031179],"study_design_scores_gemma":[0.0000811043,0.0003309335,0.7698168,0.005934731,0.0002030267,0.0004317621,0.01067996,0.005804501,0.001005515,0.0009796683,0.2045157,0.0002163167],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5682455,0.1316869,0.005244021,0.1049972,0.002479495,0.0005476361,0.02185634,0.00143757,0.1635052],"genre_scores_gemma":[0.9253663,0.05353332,0.004031835,0.003358435,0.0002651735,0.0001524173,0.006287702,0.00008767116,0.006917215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.958136,"threshold_uncertainty_score":0.3037458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1160399626123289,"score_gpt":0.3252634091309489,"score_spread":0.20922344651862,"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."}}