{"id":"W4322628394","doi":"10.3390/tomography9020044","title":"Initial CT Imaging Predicts Mortality in Severe Traumatic Brain Injuries in Pediatric Population—A Systematic Review and Meta-Analysis","year":2023,"lang":"en","type":"review","venue":"Tomography","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Manitoba Health; University of Manitoba","funders":"","keywords":"Medicine; Receiver operating characteristic; Traumatic brain injury; Subarachnoid hemorrhage; Hematoma; Population; Neuroimaging; Mortality rate; Pediatric trauma; Inclusion and exclusion criteria; Skull fracture; Computed tomography; Skull; Radiology; Surgery; Poison control; Internal medicine; Injury prevention; Emergency medicine; Pathology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002578639,0.0007305162,0.01102594,0.002852543,0.00006270155,0.00006680384,0.000278715,0.0001314208,0.00008714798],"category_scores_gemma":[0.0007058611,0.0005226576,0.003886791,0.007548488,0.00009449467,0.0002020263,0.00007796521,0.0006402911,0.00001301401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004937691,"about_ca_system_score_gemma":0.00009030492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002577866,"about_ca_topic_score_gemma":0.0004792937,"domain_scores_codex":[0.9937457,0.001466298,0.002820333,0.000861979,0.0006884711,0.0004171789],"domain_scores_gemma":[0.9969031,0.0009671008,0.0009242016,0.001002869,0.00004588091,0.0001568495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000002044698,0.00008884507,0.005772229,0.9487039,0.04427942,0.0001397968,0.0001183177,5.134768e-7,8.128074e-10,0.00003143304,0.00009670263,0.0007667857],"study_design_scores_gemma":[0.000294043,0.00003032098,0.02929579,0.06057052,0.9088567,0.0001026997,0.00003765617,0.000007480859,1.323327e-8,0.0001364722,0.0001923187,0.0004760223],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007271654,0.99342,0.000003192799,0.0001504845,0.00005437831,0.005197993,0.0002037083,0.0001335753,0.0001094705],"genre_scores_gemma":[0.004473981,0.9929406,0.00004455974,0.0004456584,0.0000463407,0.001510846,0.0004154687,0.00007153585,0.00005102275],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8881334,"threshold_uncertainty_score":0.9997225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1066797000335526,"score_gpt":0.3801343197251193,"score_spread":0.2734546196915666,"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."}}