{"id":"W2801103002","doi":"10.5206/uwomj.v86i1.2141","title":"Training for trauma","year":2017,"lang":"en","type":"article","venue":"University of Western Ontario Medical Journal","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Competence (human resources); Medical education; Training (meteorology); Psychology; Medicine; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002813842,0.0007235325,0.00043191,0.001236751,0.003560665,0.002490242,0.001524275,0.002103658,0.2099269],"category_scores_gemma":[0.0103935,0.0003880663,0.0006547194,0.0006895291,0.001064279,0.001845695,0.005991307,0.004701165,0.08410348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002034365,"about_ca_system_score_gemma":0.01727104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00343387,"about_ca_topic_score_gemma":0.01643207,"domain_scores_codex":[0.998183,0.0003326939,0.0001009758,0.000178038,0.0007473131,0.0004579527],"domain_scores_gemma":[0.987498,0.0004946038,0.0004309841,0.0006859877,0.002586608,0.008303766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002064182,0.0002646405,0.001791167,0.0002651197,0.000005966165,0.0002565333,0.00074269,0.00005772822,0.0005216586,0.003226571,0.8449848,0.1478625],"study_design_scores_gemma":[0.0000192298,0.0001470376,0.005955932,0.0006204344,0.000007083076,0.001917487,0.0006179478,0.00004891188,0.0001042073,0.002667112,0.9878815,0.00001308233],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01299855,0.02478523,0.01032415,0.2467811,0.05214887,0.001042237,0.001098446,0.001688929,0.6491325],"genre_scores_gemma":[0.0484749,0.0355981,0.02722982,0.09319134,0.01263639,0.001121031,0.001824595,0.0005802577,0.7793437],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2099269,"threshold_uncertainty_score":0.7022755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09467703697312518,"score_gpt":0.3125260795144682,"score_spread":0.217849042541343,"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."}}