{"id":"W3190593789","doi":"10.21203/rs.3.rs-74145/v1","title":"Emergency Department Management Metrics for Severe Pediatric Traumatic Brain Injury","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Medicine; Emergency department; Traumatic brain injury; Trauma center; Emergency medicine; Airway management; Population; Head injury; Retrospective cohort study; Airway; Head trauma; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001182726,0.0002818709,0.0002131408,0.001408728,0.0004486972,0.0006511487,0.0004461724,0.0001644413,0.002608561],"category_scores_gemma":[0.005423921,0.0001241066,0.0002250957,0.001952239,0.0002225545,0.0005173082,0.0006059059,0.0005312977,0.0002866777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002176228,"about_ca_system_score_gemma":0.003115998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0182599,"about_ca_topic_score_gemma":0.02747433,"domain_scores_codex":[0.9984579,0.0003218687,0.0004169499,0.00015217,0.0004594171,0.0001916859],"domain_scores_gemma":[0.9938301,0.0004238079,0.003361306,0.00009258585,0.001749428,0.000542763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002745715,0.00002301683,0.9933438,0.00005733991,0.00001665156,0.0001486233,0.00008369763,0.0001111017,0.00007408322,0.00003134665,0.00169382,0.004389003],"study_design_scores_gemma":[0.000004460134,0.00006757503,0.9971973,0.00006023335,0.00001586969,0.0006596441,0.0003943066,0.0002910586,0.0001866247,0.00002278625,0.001095888,0.000004190456],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9854257,0.002037421,0.0006843471,0.001153149,0.00005872169,0.0001928209,0.006716895,0.00006628818,0.003664711],"genre_scores_gemma":[0.9939896,0.0008439588,0.001226781,0.0001195929,0.00003072266,0.0001126112,0.003406419,0.000007993692,0.0002623325],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0182599,"threshold_uncertainty_score":0.03630722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1601742195996795,"score_gpt":0.4529482650505333,"score_spread":0.2927740454508537,"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."}}