{"id":"W3161034407","doi":"10.1177/20597002211006551","title":"A review of minor traumatic brain injury presentations and their management in Brisbane emergency departments","year":2021,"lang":"en","type":"review","venue":"Journal of Concussion","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Traumatic brain injury; Demographics; Audit; Emergency department; Emergency medicine; Glasgow Coma Scale; Minor (academic); Medical emergency; Surgery; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004546937,0.0002626799,0.002212961,0.0003209655,0.0000291161,0.000003618306,0.0001039425,0.00008693309,0.0002613043],"category_scores_gemma":[0.0001710373,0.0001502169,0.0005984636,0.0004326573,0.00003121445,0.00006565424,0.00006992065,0.0002800377,0.0000020579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005454556,"about_ca_system_score_gemma":0.000139104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004847519,"about_ca_topic_score_gemma":0.000006319288,"domain_scores_codex":[0.9973496,0.0002353696,0.001809812,0.0001682773,0.0002835187,0.0001534357],"domain_scores_gemma":[0.9984629,0.00007819164,0.0009735677,0.0002026931,0.0001791145,0.0001034946],"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":[0.00001194533,0.0001241422,0.00007289264,0.1548069,0.0006194012,0.00006518837,0.0001991242,2.214462e-8,0.000001844344,0.0000123885,0.03810885,0.8059773],"study_design_scores_gemma":[0.0004211739,0.0001788144,0.0006352715,0.2293788,0.001615235,0.0001881341,0.0002909793,3.289155e-7,0.000002088695,0.00001700828,0.7671629,0.0001093212],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000267541,0.9967417,0.00001678994,0.000452996,0.0004171145,0.0007837844,0.00001709672,0.000003185117,0.001299863],"genre_scores_gemma":[0.0001315766,0.9989675,0.0001575979,0.00008979058,0.00009334003,0.00002886101,0.00002738262,0.00002119974,0.0004828014],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.805868,"threshold_uncertainty_score":0.6125667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07784819522183992,"score_gpt":0.4258364941327431,"score_spread":0.3479882989109032,"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."}}