{"id":"W2155826726","doi":"10.1016/j.jamcollsurg.2008.09.004","title":"Survival Advantage in Trauma Centers: Expeditious Intervention or Experience?","year":2008,"lang":"en","type":"article","venue":"Journal of the American College of Surgeons","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"National Institute on Aging; U.S. Public Health Service","keywords":"Medicine; Trauma center; Relative risk; Prospective cohort study; Injury Severity Score; Blunt trauma; Emergency medicine; Cohort study; Cohort; Psychological intervention; Poison control; Internal medicine; Injury prevention; Retrospective cohort study; Confidence interval; Surgery; 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":[0.000223633,0.0001268715,0.0006342346,0.000217507,0.00007864767,0.000001578604,0.0001775331,0.00002077425,0.0001358303],"category_scores_gemma":[0.0002408127,0.00007681698,0.0004537189,0.0006119715,0.0004328834,0.0001129316,0.00004741152,0.0002031475,0.000001194884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009371853,"about_ca_system_score_gemma":0.0001114858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003100313,"about_ca_topic_score_gemma":0.0004401984,"domain_scores_codex":[0.998422,0.0001104341,0.0007266686,0.0001038513,0.0004279517,0.0002090419],"domain_scores_gemma":[0.9987912,0.0001166714,0.000630134,0.0001859258,0.0001879676,0.00008809425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004393697,0.001460552,0.9561085,0.00008587813,0.0003510495,0.002094185,0.006286174,0.00001626909,0.002719754,0.00004169137,0.01823006,0.008212218],"study_design_scores_gemma":[0.00241563,0.001214638,0.9361703,0.0004466144,0.00007623736,0.001828332,0.04941192,0.000008063119,0.00203059,0.00001982947,0.006245047,0.0001327593],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961784,0.0002551418,0.00003270828,0.001082833,0.001114589,0.0001235918,0.00004261209,0.00000655642,0.001163597],"genre_scores_gemma":[0.9983757,0.0006709993,0.0001612867,0.00007792251,0.0001110702,0.000004681682,6.221088e-7,0.00001284803,0.0005848768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04312574,"threshold_uncertainty_score":0.3132505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03572676165069821,"score_gpt":0.3167512137847551,"score_spread":0.2810244521340569,"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."}}