{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00655167,0.0003492306,0.0003485677,0.007771595,0.008534391,0.002803947,0.002038314,0.001099636,0.00586941],"category_scores_gemma":[0.02554571,0.0004371106,0.0006555373,0.007951189,0.001274566,0.001628307,0.003886892,0.001317557,0.0004048194],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07161201,"about_ca_system_score_gemma":0.1714057,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8992524,"about_ca_topic_score_gemma":0.9479632,"domain_scores_codex":[0.9924764,0.0007020017,0.0005819904,0.0002203594,0.003812201,0.00220708],"domain_scores_gemma":[0.9549442,0.001921839,0.002602111,0.0002722643,0.02790973,0.01234985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002010301,0.0004871412,0.8369344,0.0005854671,0.00004683828,0.000756243,0.05218792,0.0002778345,0.0003838419,0.002336512,0.0440995,0.0617033],"study_design_scores_gemma":[0.00001611983,0.0001584996,0.8720371,0.0003297741,0.00001515758,0.0001940264,0.1023347,0.0003363001,0.0001187595,0.0001787393,0.0242415,0.00003940111],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9305942,0.001041818,0.0001892364,0.02485103,0.0002652277,0.0006121238,0.003319996,0.00003209258,0.03909419],"genre_scores_gemma":[0.9905992,0.0009700509,0.0009414114,0.001507261,0.00005615603,0.0002744836,0.00126753,0.00001352362,0.004370318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.928388,"threshold_uncertainty_score":0.5195839,"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."}}