{"id":"W4365813971","doi":"10.1016/j.xkme.2023.100641","title":"Epidemiology and Outcomes of AKI Treated With Continuous Kidney Replacement Therapy: The Multicenter CRRTnet Study","year":2023,"lang":"en","type":"article","venue":"Kidney Medicine","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University; University of Alberta; Alberta Health Services","funders":"Akebia Therapeutics; University of Alberta; Canada Research Chairs; University of Arkansas for Medical Sciences; Fresenius Medical Care North America; Faculty of Medicine and Dentistry, University of Alberta; Astute Medical; Alberta Health Services; National Institute of Diabetes and Digestive and Kidney Diseases; London Health Sciences Centre; BioPorto; Vifor Pharma; University of Cincinnati; Cincinnati Children's Hospital Medical Center","keywords":"Medicine; Acute kidney injury; Renal replacement therapy; Oliguria; Anuria; Intensive care unit; Kidney disease; Epidemiology; Comorbidity; Sepsis; APACHE II; Intensive care; Intensive care medicine; Internal medicine; Emergency medicine; Renal function","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003366087,0.0003634993,0.00138379,0.0003365778,0.000137532,0.000004347185,0.0002606752,0.0001155434,0.0007699184],"category_scores_gemma":[0.0102315,0.0001638883,0.00007527535,0.0007216914,0.0009509768,0.00005115983,0.0001523272,0.000444661,0.00004526648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000556785,"about_ca_system_score_gemma":0.0002678133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000720786,"about_ca_topic_score_gemma":0.000009811904,"domain_scores_codex":[0.9965783,0.000635839,0.0008405342,0.0005890112,0.0006945942,0.0006617504],"domain_scores_gemma":[0.9958585,0.001384417,0.0002813544,0.001055076,0.0002937423,0.001126905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002515322,0.0003875697,0.7165974,0.00006631701,0.0008712916,0.00009024573,0.001743141,1.177022e-7,0.0009456569,0.00002767453,0.275988,0.0007673118],"study_design_scores_gemma":[0.03532768,0.01570391,0.8717116,0.0004021999,0.0006127876,0.00009141478,0.005493751,0.0003886894,0.0006683855,0.00003478546,0.06932651,0.0002383579],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8586,0.0003092389,0.00002502226,0.1346662,0.0001974015,0.00350112,0.000128094,0.0001913703,0.002381621],"genre_scores_gemma":[0.9686628,0.0005256467,0.0001238892,0.019462,0.0002103018,0.0003180443,0.0002958354,0.00006676151,0.01033471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2066615,"threshold_uncertainty_score":0.9981058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06744264691848567,"score_gpt":0.3935971036258025,"score_spread":0.3261544567073168,"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."}}