{"id":"W2794734339","doi":"10.1089/neu.2017.5345","title":"Adherence to Brain Trauma Foundation Guidelines for Management of Traumatic Brain Injury Patients and Its Effect on Outcomes: Systematic Review","year":2018,"lang":"en","type":"review","venue":"Journal of Neurotrauma","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Health Sciences Centre","funders":"","keywords":"Traumatic brain injury; Medicine; Brain trauma; Prospective cohort study; Trauma center; Cohort; Cohort study; Intensive care medicine; Emergency medicine; Physical therapy; Internal medicine; Retrospective cohort study; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001861841,0.0006914185,0.005559247,0.0005116189,0.00007968696,0.00002310079,0.00036082,0.000145299,0.00003062721],"category_scores_gemma":[0.004277505,0.0004226674,0.001353661,0.0004441403,0.00004056999,0.0001136443,0.00006420982,0.0003001906,0.00004035685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001217153,"about_ca_system_score_gemma":0.00006716042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001304941,"about_ca_topic_score_gemma":0.000002182881,"domain_scores_codex":[0.9939882,0.0004425686,0.003922889,0.0004245702,0.0008960685,0.0003257064],"domain_scores_gemma":[0.9945773,0.0009427096,0.002501002,0.0004498631,0.001296979,0.0002320893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00009902769,0.0001181833,0.000003706881,0.6675758,0.0008606988,0.00001246412,0.00006913162,8.132065e-8,5.32381e-7,0.00001325122,0.01345374,0.3177934],"study_design_scores_gemma":[0.001493301,0.01746867,0.0003290587,0.897521,0.009799525,0.0001005872,0.00003700063,0.000001997749,0.000004848258,0.00001143101,0.07288882,0.0003437848],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003573353,0.9826826,0.00003511861,0.001096861,0.001087298,0.01122642,0.00005988197,0.00001683258,0.0002216161],"genre_scores_gemma":[0.0004109788,0.996265,0.0003786678,0.001788414,0.0001979872,0.0003912565,0.00001984575,0.00009268207,0.0004551825],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3174496,"threshold_uncertainty_score":0.9998225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2666383586187305,"score_gpt":0.4828948558703696,"score_spread":0.2162564972516391,"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."}}