{"id":"W2751839866","doi":"10.1097/sla.0000000000002475","title":"Nationwide Procedural Trends for Renal Trauma Management","year":2017,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Abdominal Trauma and Injuries","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Nephrectomy; Blunt; Penetrating trauma; Conservative management; Blunt trauma; Diagnosis code; Retrospective cohort study; Emergency medicine; Surgery; Kidney; General surgery; Internal medicine; Environmental health; Population","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00126418,0.0001796756,0.0002064258,0.00241578,0.0002608437,0.0006719694,0.0006122219,0.0003834179,0.002831965],"category_scores_gemma":[0.005603959,0.0001910724,0.0004371004,0.003776482,0.0001429518,0.0007835568,0.0005118184,0.0004829342,0.0005827097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001073546,"about_ca_system_score_gemma":0.001836917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02529229,"about_ca_topic_score_gemma":0.03611035,"domain_scores_codex":[0.9987593,0.0001940091,0.000251376,0.0002579156,0.000371471,0.0001660547],"domain_scores_gemma":[0.9913189,0.0005998503,0.005588034,0.0002521191,0.001857901,0.0003831729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002140718,0.00002513438,0.9932172,0.00004711061,0.00003859623,0.00002183852,0.00004138145,0.0001266372,0.00009727829,0.00009984022,0.00238795,0.003875727],"study_design_scores_gemma":[0.000003187721,0.00002343447,0.9970994,0.0000281584,0.00001793359,0.0001631592,0.0001165528,0.0004964343,0.00007011656,0.00002491937,0.001953739,0.000002884745],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9127901,0.001834255,0.001509695,0.00153004,0.00006285844,0.0001379187,0.07475287,0.000181868,0.007200323],"genre_scores_gemma":[0.9467379,0.0011363,0.002292498,0.0004040106,0.00009154429,0.0001782271,0.04807367,0.00002924115,0.00105671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02529229,"threshold_uncertainty_score":0.05029017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3203035642846373,"score_gpt":0.4198472964917437,"score_spread":0.09954373220710638,"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."}}