{"id":"W2026157481","doi":"10.1016/j.injury.2008.02.009","title":"Trauma education and assessment","year":2008,"lang":"en","type":"review","venue":"Injury","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Advanced trauma life support; Medicine; Medical education; Trauma care; Major trauma; Formal education; Psychology; Medical emergency; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.002417127,0.001228869,0.002837457,0.007993831,0.0004890898,0.001798893,0.001232095,0.001484264,0.01156639],"category_scores_gemma":[0.009601288,0.0004799858,0.001246789,0.006843084,0.0007974469,0.00200521,0.001702482,0.00123371,0.001781535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001261057,"about_ca_system_score_gemma":0.005309769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004688066,"about_ca_topic_score_gemma":0.01164827,"domain_scores_codex":[0.9984111,0.000467732,0.0004804361,0.0001331607,0.000416139,0.00009139522],"domain_scores_gemma":[0.9961972,0.0022205,0.0007304049,0.00008188978,0.0006559725,0.0001140474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006395343,0.0000805376,0.0007722468,0.09860223,0.0003127344,0.0001481413,0.00014406,0.0001075281,0.0001344617,0.0008111157,0.02992994,0.868893],"study_design_scores_gemma":[0.000161449,0.0002143554,0.009236183,0.349402,0.002561417,0.002888779,0.0008102757,0.00008240991,0.0003205501,0.001652967,0.632621,0.00004849982],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001522213,0.9973043,0.00008570137,0.0003637426,0.0002780575,0.00003821874,0.00005140432,0.000004482588,0.001721917],"genre_scores_gemma":[0.001590351,0.9969569,0.0003053834,0.0003892777,0.0001681409,0.00003661033,0.00005713042,0.000001006476,0.0004951131],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01156639,"threshold_uncertainty_score":0.03869349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07336597244868256,"score_gpt":0.4446656735044817,"score_spread":0.3712997010557991,"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."}}