{"id":"W2161409540","doi":"10.1097/00000542-200601000-00012","title":"Improving the Identification of Patients at Risk of Postoperative Renal Failure after Cardiac Surgery","year":2005,"lang":"en","type":"article","venue":"Anesthesiology","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":109,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Medicine; Renal replacement therapy; Renal function; Odds ratio; Confidence interval; Creatinine; Urology; Logistic regression; Receiver operating characteristic; Internal medicine; Surgery; Cardiology","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":[0.000667361,0.00009184285,0.000339866,0.00009430731,0.0000533093,0.000002495985,0.00009281849,0.0001133836,0.000155868],"category_scores_gemma":[0.0006986634,0.00005649485,0.0001402795,0.0001217792,0.0002529836,0.00005591957,0.0000578382,0.0001556047,0.00005049117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005030139,"about_ca_system_score_gemma":0.0001007059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007047113,"about_ca_topic_score_gemma":0.00001074198,"domain_scores_codex":[0.9986459,0.0003599847,0.0004256787,0.0001850174,0.000200525,0.0001828691],"domain_scores_gemma":[0.9985803,0.000425531,0.000258612,0.0003797403,0.0003011366,0.00005471794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007775865,0.00008051815,0.9160307,0.00002496007,0.00008249026,0.000004284011,0.0005746496,7.298091e-7,0.05918516,0.000007660034,0.01532261,0.007908631],"study_design_scores_gemma":[0.000199104,0.0002597092,0.8959455,0.00001176573,0.00008134628,0.000008106975,0.0000724386,0.00003322273,0.09431455,0.0000072832,0.009014647,0.0000522532],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981596,0.0002020424,0.000006139589,0.001097223,0.00003276107,0.0003302034,0.0001310253,0.000007993544,0.00003298785],"genre_scores_gemma":[0.9989334,0.00006789367,0.0001207361,0.0003074524,0.0000633566,0.00005625898,0.0001230938,0.00001250145,0.0003153447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03512939,"threshold_uncertainty_score":0.2303793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01060151605762258,"score_gpt":0.2600332895700792,"score_spread":0.2494317735124566,"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."}}