{"id":"W2597178037","doi":"10.1093/neuros/nyw098","title":"Understanding Hospital Volume–Outcome Relationship in Severe Traumatic Brain Injury","year":2017,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Quartile; Odds ratio; Complication; Confidence interval; Traumatic brain injury; Emergency medicine; Cohort study; Population; Injury Severity Score; Poison control; Pediatrics; Injury prevention; Surgery; Internal medicine; 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":[0.002852408,0.0003417846,0.0003933908,0.001921483,0.0002291195,0.001324245,0.0008071351,0.0006821777,0.001389927],"category_scores_gemma":[0.02107391,0.0003034284,0.0005719861,0.001548353,0.000530788,0.002104488,0.001250564,0.001027421,0.0001670822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000622415,"about_ca_system_score_gemma":0.0006492315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00478554,"about_ca_topic_score_gemma":0.004184939,"domain_scores_codex":[0.9985138,0.0006446094,0.0001541648,0.0002569826,0.0002491854,0.0001813881],"domain_scores_gemma":[0.9849186,0.006520743,0.006537665,0.0004054067,0.0009100497,0.0007074437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002978351,0.00003004933,0.9958735,0.00002834849,0.00008271093,0.00002983158,0.00006632915,0.0004212784,0.00002798761,0.0001629769,0.000210745,0.003036525],"study_design_scores_gemma":[0.000005789705,0.00009334581,0.9961861,0.00004724661,0.00004595314,0.0001545857,0.0002091042,0.001865717,0.00004266312,0.001015106,0.0003261854,0.000008112914],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906115,0.004248877,0.001319363,0.002085857,0.00003547751,0.00001949904,0.0005677922,0.00001774236,0.001093837],"genre_scores_gemma":[0.9977335,0.0009794675,0.0003633969,0.0001970779,0.00008856312,0.00001381982,0.0005551426,0.000005762694,0.00006312051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00478554,"threshold_uncertainty_score":0.01508516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1610599728867333,"score_gpt":0.3277083364159666,"score_spread":0.1666483635292333,"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."}}