{"id":"W4379742003","doi":"10.1186/s12882-023-03184-4","title":"Update of dialysis initiation timing in end stage kidney disease patients: is it a resolved question? A systematic literature review","year":2023,"lang":"en","type":"review","venue":"BMC Nephrology","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"China Primary Health Care Foundation","keywords":"Medicine; Dialysis; Peritoneal dialysis; Creatinine; Internal medicine; Hemodialysis; Blood urea nitrogen; Intensive care medicine; Renal function; Kidney disease; Diabetes mellitus; Nephrology; Endocrinology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001201386,0.0004804962,0.003938344,0.00110602,0.00003460984,0.00003132435,0.0002382738,0.0002586326,0.0004702911],"category_scores_gemma":[0.002217947,0.0003425668,0.001127146,0.001768503,0.00005900466,0.00008550785,0.0001857107,0.0003062189,0.0001925677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001666723,"about_ca_system_score_gemma":0.000449789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001098811,"about_ca_topic_score_gemma":0.00002139288,"domain_scores_codex":[0.9948492,0.001559329,0.00209945,0.0006500157,0.0005132396,0.0003287805],"domain_scores_gemma":[0.9969186,0.0003146777,0.001269548,0.000919312,0.0002378439,0.0003400855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00006536258,0.0003027093,0.0001065804,0.9814013,0.0008350975,0.0001534037,0.0000842103,0.000001437764,5.3401e-8,0.000231817,0.01073642,0.006081571],"study_design_scores_gemma":[0.0005727054,0.00005961921,0.0001580538,0.6051013,0.01617148,0.000001622692,0.000007163702,0.00005929152,2.088781e-8,0.00001956836,0.377636,0.0002130636],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000009363222,0.9937626,0.00006923543,0.0004505794,0.0001367793,0.004656421,0.0007092711,0.00004008468,0.0001656374],"genre_scores_gemma":[0.00001347817,0.9850194,0.000126295,0.005376375,0.0001124101,0.001294363,0.007199322,0.0000647081,0.0007935834],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3763,"threshold_uncertainty_score":0.9999026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04990206064819885,"score_gpt":0.3522571040640694,"score_spread":0.3023550434158706,"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."}}