{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000325301,0.0002005984,0.0008261747,0.0001125163,0.00006332219,0.00000482911,0.00003750213,0.0001263968,0.00007310487],"category_scores_gemma":[0.00001432937,0.0001474922,0.0001976242,0.0001114321,0.00004654736,0.00002205139,0.00002519066,0.0002495463,0.00003798724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007975319,"about_ca_system_score_gemma":0.0005318965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002289397,"about_ca_topic_score_gemma":0.000002172569,"domain_scores_codex":[0.9992325,0.00002652584,0.0002705619,0.0002199019,0.0001291738,0.000121313],"domain_scores_gemma":[0.9995935,0.00001941529,0.00007379793,0.0001922708,0.00004773022,0.00007327052],"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":[0.000001402932,0.00006937369,0.00002416967,0.00436076,0.0001006001,0.000004493039,0.00004876401,2.281447e-10,5.77858e-8,0.00006455531,0.03970961,0.9556162],"study_design_scores_gemma":[0.00005316013,0.00009528378,0.001020427,0.004471749,0.0004909,0.0001973329,0.00003527883,3.062681e-8,1.657118e-7,0.00001439615,0.9934924,0.0001289315],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004327704,0.9263451,0.000001101843,0.00006167612,0.0007615513,0.0003482414,0.00001524183,0.0000355608,0.07238832],"genre_scores_gemma":[0.00004521618,0.996814,0.000397294,0.00006609607,0.0005177139,0.0001143925,0.00007364176,0.00002584346,0.001945809],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9554873,"threshold_uncertainty_score":0.6014559,"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."}}