{"id":"W4407599031","doi":"10.1016/j.emc.2024.08.005","title":"Evaluation of Head Injury in the Emergency Department","year":2025,"lang":"en","type":"review","venue":"Emergency Medicine Clinics of North America","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; Queen's University","funders":"","keywords":"Medicine; Emergency department; Medical emergency; Head injury; Emergency medicine; Head (geology); Surgery; Nursing","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":[0.0008198778,0.001089227,0.002425225,0.004359811,0.0003534358,0.001266443,0.001051973,0.001164027,0.00277546],"category_scores_gemma":[0.002982981,0.0003791815,0.00104202,0.003333184,0.0005791898,0.001246912,0.0007837606,0.001414282,0.0007643673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006875883,"about_ca_system_score_gemma":0.001969071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004805381,"about_ca_topic_score_gemma":0.00930206,"domain_scores_codex":[0.9995278,0.00009933205,0.0001277343,0.00009509567,0.0001159695,0.00003412957],"domain_scores_gemma":[0.9986466,0.000743227,0.0002430568,0.00001959244,0.0002775981,0.00006987478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001271823,0.00008725197,0.002561948,0.03804903,0.0003556306,0.0005124389,0.00007814207,0.0001862583,0.0003273836,0.0005457049,0.01964619,0.9375227],"study_design_scores_gemma":[0.0003033027,0.0006280467,0.04657785,0.1835953,0.005345399,0.01679864,0.001118718,0.0005573477,0.0007490623,0.002915269,0.7411992,0.0002119922],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001312317,0.9991195,0.00005056819,0.0001175278,0.0001084882,0.000005474928,0.00001886763,0.000003058699,0.0004453459],"genre_scores_gemma":[0.001239624,0.9980313,0.0001624544,0.0002064989,0.0002148699,0.000006886532,0.00003315326,8.356758e-7,0.0001043073],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004805381,"threshold_uncertainty_score":0.009554803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1417064400113054,"score_gpt":0.4613153783452392,"score_spread":0.3196089383339339,"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."}}