{"id":"W2055675692","doi":"10.1001/jama.297.16.1801","title":"Derivation and Validation of a Simplified Predictive Index for Renal Replacement Therapy After Cardiac Surgery","year":2007,"lang":"en","type":"article","venue":"JAMA","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":484,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University Health Network; Toronto General Hospital; University of Toronto","funders":"","keywords":"Medicine; Ejection fraction; Renal replacement therapy; Renal function; Derivation; Receiver operating characteristic; Intra-aortic balloon pump; Cardiac surgery; Cardiology; Surgery; Diabetes mellitus; Retrospective cohort study; Cohort; Internal medicine; Heart failure; Myocardial infarction; Artery; Intra-Aortic Balloon Pumping","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006444361,0.0007243475,0.000761619,0.001526462,0.0003565887,0.001598255,0.0009122455,0.0004809443,0.0008095375],"category_scores_gemma":[0.03736776,0.0001822191,0.0005621366,0.001470803,0.0005200759,0.0003952924,0.0008378928,0.0005646142,0.0002682196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002596585,"about_ca_system_score_gemma":0.005035354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05461295,"about_ca_topic_score_gemma":0.05050896,"domain_scores_codex":[0.997348,0.0009755734,0.00032141,0.0002949264,0.0009029438,0.0001572038],"domain_scores_gemma":[0.9843864,0.005625658,0.00309989,0.001160057,0.00509076,0.0006372135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004734712,0.0001136993,0.9593583,0.00007716985,0.0001921134,0.00006866955,0.00009495658,0.005307554,0.0006057935,0.0002656698,0.001585512,0.03185706],"study_design_scores_gemma":[0.0001973333,0.0005538707,0.8620008,0.0001048335,0.0004212121,0.0003809917,0.0001288271,0.1310277,0.001538214,0.0007197097,0.00287808,0.00004835643],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9626922,0.0008934368,0.02921592,0.0005967218,0.0001045916,0.0007082789,0.003490679,0.0001590038,0.002139265],"genre_scores_gemma":[0.980167,0.0002019216,0.01606794,0.00009547768,0.00006600333,0.0001726768,0.003032351,0.00001048761,0.0001861476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05461295,"threshold_uncertainty_score":0.1085902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03193277091401456,"score_gpt":0.330331210012118,"score_spread":0.2983984390981034,"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."}}