{"id":"W2032385254","doi":"10.1016/j.jamcollsurg.2009.08.003","title":"Complication Rates among Trauma Centers","year":2009,"lang":"en","type":"article","venue":"Journal of the American College of Surgeons","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"National Institute on Aging","keywords":"Medicine; Complication; Retrospective cohort study; Incidence (geometry); Intubation; Urinary system; Medical record; Injury Severity Score; Emergency medicine; Cohort; Relative risk; Catheter; Surgery; Internal medicine; Poison control; Injury prevention; Confidence interval","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":[0.0001787021,0.00009500035,0.0004584486,0.0001147991,0.0000796724,0.000002305189,0.000147109,0.0000143589,0.00002242353],"category_scores_gemma":[0.00009320002,0.00005893678,0.0003464607,0.000465655,0.000264579,0.00005452345,0.00001483504,0.0001467984,0.00000114473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004727636,"about_ca_system_score_gemma":0.00006308024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008868053,"about_ca_topic_score_gemma":0.00002996155,"domain_scores_codex":[0.9990082,0.0000509027,0.0004467073,0.00007113501,0.0002774418,0.0001456056],"domain_scores_gemma":[0.9987183,0.0000664675,0.0006616347,0.0001882293,0.0002815799,0.00008380562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000898692,0.0006050994,0.867605,0.00003289765,0.0005101847,0.00005832512,0.0004756841,0.00005299982,0.01501057,0.0003361054,0.08694313,0.02747131],"study_design_scores_gemma":[0.0004454184,0.0004622168,0.99117,0.0001158241,0.0001312759,0.0001275359,0.001267742,0.00001275065,0.002420936,0.0001016263,0.003688692,0.00005592293],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853697,0.0002112768,0.00003073868,0.01086521,0.0002492821,0.0001087396,0.00002223369,0.000006768742,0.003136004],"genre_scores_gemma":[0.9989101,0.0001917274,0.0002488089,0.0003308252,0.00006519316,7.332856e-7,5.246379e-7,0.000006692012,0.0002453719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1235651,"threshold_uncertainty_score":0.2403372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01891894039401096,"score_gpt":0.2877716907167974,"score_spread":0.2688527503227864,"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."}}