{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006291523,0.0002160203,0.0004691375,0.0002049715,0.0004134479,0.0001467324,0.0002106279,0.0001287763,0.0001676831],"category_scores_gemma":[0.003057359,0.0002059764,0.0002499274,0.0001597338,0.0001975132,0.0003840937,0.00005575893,0.0004872544,0.00009792634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001054002,"about_ca_system_score_gemma":0.00006489534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001891872,"about_ca_topic_score_gemma":0.0000153687,"domain_scores_codex":[0.9981676,0.0001239755,0.000573379,0.0004095939,0.0003655733,0.0003599187],"domain_scores_gemma":[0.9980651,0.0005847688,0.0002618598,0.0009260721,0.00002088137,0.0001412915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007632792,0.0001588596,0.9889562,0.0001742379,0.00001848149,0.0002062662,0.0002702166,0.000006043493,0.00008943953,0.001257955,0.007977956,0.0008080874],"study_design_scores_gemma":[0.0008702902,0.0001391933,0.9955912,0.000209237,0.00003699896,0.00007884031,0.0001418692,0.0001914988,0.00004323421,0.001435709,0.001042597,0.0002193391],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835309,0.00004591783,0.0001802019,0.009340066,0.001043005,0.0004002926,0.00001134497,0.0001029463,0.005345347],"genre_scores_gemma":[0.9970537,0.00001167951,0.00009386586,0.001146228,0.0001174101,0.00002656175,0.000009359696,0.0000401796,0.001501006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01352283,"threshold_uncertainty_score":0.8399475,"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."}}