{"id":"W3187850178","doi":"10.36552/pjns.v25i2.540","title":"Emergency Department Outcome of Patients with Traumatic Brain Injury – A Retrospective Study from Pakistan.","year":2021,"lang":"en","type":"article","venue":"Pakistan Journal Of Neurological Surgery","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Defence Medical Centre","funders":"","keywords":"Medicine; Emergency department; Accidental; Traumatic brain injury; Retrospective cohort study; Emergency medicine; Head injury; Mortality rate; Injury prevention; Glasgow Coma Scale; Poison control; Medical record; Pediatrics; Surgery; Psychiatry","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":[0.0004153266,0.0002367655,0.0002866556,0.001144924,0.0007455152,0.0005521928,0.0003336091,0.0003683248,0.002026181],"category_scores_gemma":[0.001255482,0.0003541953,0.0003380681,0.001455965,0.0003832977,0.0007287466,0.0006149948,0.0004530136,0.0003651229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007431984,"about_ca_system_score_gemma":0.0007476631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007914279,"about_ca_topic_score_gemma":0.008830691,"domain_scores_codex":[0.9995056,0.00006968137,0.0001027685,0.00009887581,0.0001119454,0.0001109793],"domain_scores_gemma":[0.9987618,0.0001118919,0.0007351495,0.00004263268,0.0001605748,0.0001878633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000312465,0.00003133493,0.998718,0.00001661344,0.0000114842,0.0003676894,0.0001290181,0.00001420731,0.00003571057,0.000007063989,0.00009986778,0.0005377105],"study_design_scores_gemma":[0.000006293081,0.0001723614,0.9959163,0.00002772028,0.00001182093,0.002268217,0.001163748,0.00005180273,0.00003498639,0.00001394059,0.0003266592,0.000006319489],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984533,0.0002533825,0.00003115524,0.00005590237,0.000007773206,0.00001982432,0.0006103945,0.000001743481,0.0005666108],"genre_scores_gemma":[0.9990417,0.0002558493,0.00003574968,0.00005969744,0.00001114287,0.00001572774,0.0004978054,9.1839e-7,0.0000813052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007914279,"threshold_uncertainty_score":0.0157364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04288994931754902,"score_gpt":0.3307924036198768,"score_spread":0.2879024543023278,"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."}}