{"id":"W2559948981","doi":"10.1093/ndt/gfw374","title":"Prognostic implications of adding urine output to serum creatinine measurements for staging of acute kidney injury after major surgery: a cohort study","year":2016,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Creatinine; Acute kidney injury; Cohort; Urine; Urine output; Cohort study; Urology; Renal function; Urine collection device; Kidney; Surgery; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001077519,0.0002223842,0.0008053369,0.0007500525,0.0000696042,0.00000703273,0.0001465083,0.0001180327,0.000211129],"category_scores_gemma":[0.0005106204,0.0001700959,0.0002117443,0.0005807868,0.0001028348,0.000139302,0.00002543888,0.00009009874,0.0000113276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000831432,"about_ca_system_score_gemma":0.000311849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004764452,"about_ca_topic_score_gemma":0.00002656573,"domain_scores_codex":[0.9975725,0.0001992606,0.0008421206,0.0004868844,0.0004913458,0.0004078191],"domain_scores_gemma":[0.9977659,0.0005298382,0.0002553361,0.000460557,0.0006895526,0.0002987911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005099413,0.0005041783,0.8310948,0.0001961915,0.002205618,0.000006568805,0.0005856351,3.494193e-7,0.1563035,0.000006103141,0.00170463,0.002293002],"study_design_scores_gemma":[0.002668448,0.001054399,0.955501,0.0001653049,0.005595278,0.00001026471,0.00002488737,0.000009750331,0.03463902,0.00002052205,0.0001670211,0.0001441587],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791856,0.000006232469,0.008139638,0.003980635,0.00005888121,0.003357537,0.005134362,0.00004953102,0.00008760182],"genre_scores_gemma":[0.994134,0.00005265111,0.001714534,0.0005824805,0.00007427044,0.002537442,0.0007255542,0.00004127347,0.0001378076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1244061,"threshold_uncertainty_score":0.6936308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03228327773964941,"score_gpt":0.3296244166191838,"score_spread":0.2973411388795345,"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."}}