{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003143359,0.0005887285,0.0006143798,0.001124231,0.0005391437,0.001201216,0.001093906,0.0006327583,0.0008757159],"category_scores_gemma":[0.004414001,0.0003752092,0.0008108705,0.00245209,0.0004846106,0.00103159,0.001394579,0.0007731992,0.0001602424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006733061,"about_ca_system_score_gemma":0.0008084456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005104461,"about_ca_topic_score_gemma":0.005426632,"domain_scores_codex":[0.9966276,0.001479923,0.0004662831,0.0006908228,0.0004456898,0.0002896466],"domain_scores_gemma":[0.9938524,0.0004702743,0.004028784,0.0004716626,0.0004317126,0.0007451333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000339,0.00006167655,0.9984103,0.00001723121,0.0001563787,0.00002621381,0.00004009342,0.0000589687,0.00005446286,0.00002655088,0.000224772,0.0005841784],"study_design_scores_gemma":[0.0001122439,0.0001840045,0.9984673,0.00002850308,0.0001010772,0.0001942511,0.0001572287,0.0002817134,0.00004552694,0.00003657216,0.000383856,0.000007689196],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952543,0.001030291,0.0001939136,0.0002260394,0.0000190026,0.00006536429,0.002654459,0.000007218953,0.000549424],"genre_scores_gemma":[0.9961751,0.000314364,0.0002447886,0.0001034434,0.00007905449,0.00008268083,0.002907684,0.00000693533,0.0000859693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005104461,"threshold_uncertainty_score":0.01662385,"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."}}