{"id":"W3174315763","doi":"10.1016/j.injury.2021.06.009","title":"A needs assessment of Canadian general surgery postgraduate trauma training","year":2021,"lang":"en","type":"article","venue":"Injury","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Curriculum; Trauma surgery; Major trauma; Graduate medical education; Medical education; Accreditation; Medical emergency; Psychology; Surgery; Orthopedic surgery","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001421711,0.0001091964,0.0003571422,0.0004931286,0.00006225852,0.00000548711,0.00003353599,0.00005195649,0.0002861091],"category_scores_gemma":[0.00006031307,0.0001033059,0.0001790898,0.0007181541,0.00004310382,0.00003250072,0.00001373473,0.0001198574,0.000005165202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006836747,"about_ca_system_score_gemma":0.0009493816,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02707873,"about_ca_topic_score_gemma":0.02778176,"domain_scores_codex":[0.9990684,0.00003164061,0.0002794173,0.0001391483,0.0001869269,0.0002945078],"domain_scores_gemma":[0.9993729,0.00003448667,0.00003894529,0.0001843599,0.0001753181,0.0001939941],"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":[0.00008017894,0.0002012749,0.3124969,0.0002769364,0.0009141621,0.0009263168,0.008049175,0.000007297313,0.04411686,0.00330983,0.09081818,0.5388029],"study_design_scores_gemma":[0.0003251386,0.0001211536,0.9257163,0.0001372807,0.0001367527,0.00008368259,0.00307639,0.00003910735,0.007843911,0.00008351369,0.06224171,0.0001950435],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9357224,0.0004228689,0.000006996484,0.003130274,0.0006362661,0.00006284288,0.00005539671,0.00002405132,0.05993888],"genre_scores_gemma":[0.9969348,0.0002123429,0.0009424507,0.0005651889,0.0002116767,0.000009349166,0.00005120971,0.00001667992,0.001056343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6132194,"threshold_uncertainty_score":0.9899587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07802437087047778,"score_gpt":0.3340421563808804,"score_spread":0.2560177855104027,"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."}}