{"id":"W3104543905","doi":"10.9778/cmajo.20190185","title":"Trauma Resident Exposure in Canada and Operative Numbers (TraumaRECON): a study protocol for a national multicentre study of operative, nonoperative and structured educational exposures in Canada","year":2020,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton General Hospital","funders":"","keywords":"Medicine; Trauma surgery; Major trauma; Emergency medicine; General surgery; Family medicine; Medical emergency; 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":[0.02684049,0.002880206,0.003394034,0.00367107,0.007778372,0.0032063,0.003667773,0.002559521,0.01713273],"category_scores_gemma":[0.01750969,0.002619884,0.003011119,0.00621848,0.002669885,0.002172003,0.002367812,0.003332691,0.002588093],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03890141,"about_ca_system_score_gemma":0.1265209,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5807597,"about_ca_topic_score_gemma":0.7240222,"domain_scores_codex":[0.9821228,0.006345761,0.00292883,0.002123589,0.003290129,0.003188996],"domain_scores_gemma":[0.9834591,0.001534415,0.002350287,0.001257012,0.009044975,0.0023542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.1143901,0.03968924,0.2944178,0.02784947,0.002266265,0.005692963,0.03964458,0.01166695,0.01004665,0.02178347,0.2485519,0.1840007],"study_design_scores_gemma":[0.04508697,0.01640236,0.6137945,0.007357101,0.0007934363,0.0006313134,0.01476828,0.006861177,0.002796103,0.003739852,0.2869261,0.000842816],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01229331,0.0002676441,0.002459845,0.0002371541,0.0001115009,0.9751761,0.007377287,0.00005220333,0.002025],"genre_scores_gemma":[0.01407709,0.0002819517,0.00578025,0.0003362721,0.00004283361,0.9763919,0.002310504,0.0000122403,0.0007671168],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.9610986,"threshold_uncertainty_score":0.8434186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06310379783469916,"score_gpt":0.3849438669745122,"score_spread":0.3218400691398131,"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."}}