{"id":"W2792532595","doi":"10.1016/j.ekir.2018.03.008","title":"Twice-Weekly Hemodialysis and Clinical Outcomes in the China Dialysis Outcomes and Practice Patterns Study","year":2018,"lang":"en","type":"article","venue":"Kidney International Reports","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Canadian Institutes of Health Research; National Institutes of Health; King Chulalongkorn Memorial Hospital; Agence Nationale de la Recherche; National Research Council of Thailand; Chulalongkorn University; National Institute for Health and Care Research; AstraZeneca; National Health and Medical Research Council; Fresenius Medical Care North America; European Renal Association-European Dialysis and Transplant Association; Kyowa Hakko Kirin; Patient-Centered Outcomes Research Institute; National Institute of Diabetes and Digestive and Kidney Diseases; Amgen","keywords":"Medicine; Hemodialysis; Dialysis; Intensive care medicine; Clinical Practice; Renal function; China; Internal medicine; Emergency medicine; Physical therapy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002501729,0.0001885433,0.0004878489,0.0002373687,0.00008099018,0.0001473786,0.0001295003,0.00005368734,0.0001763442],"category_scores_gemma":[0.008219043,0.0001100248,0.0002204109,0.0001694131,0.0001221749,0.0001824304,0.0001983527,0.0001699456,0.00001017516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004133338,"about_ca_system_score_gemma":0.00006297071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008022826,"about_ca_topic_score_gemma":0.0001584877,"domain_scores_codex":[0.9973572,0.0002830784,0.0008487748,0.0005066841,0.0008384085,0.0001657957],"domain_scores_gemma":[0.9981891,0.0005427906,0.0003763577,0.0004738665,0.0001796844,0.0002381841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000119105,0.001842388,0.9874548,0.000009966668,0.001818222,0.001062512,0.001086135,3.525092e-7,0.000004363052,0.00006322741,0.00207545,0.004463487],"study_design_scores_gemma":[0.001168236,0.0002801688,0.9846593,0.00002857201,0.001455753,0.0000979331,0.001300268,0.00009628078,0.000001794415,0.0001275522,0.01066619,0.0001179108],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.954531,0.00001972067,0.00008624471,0.03216056,0.0005673778,0.0005381428,0.00001210046,0.00002109301,0.01206382],"genre_scores_gemma":[0.9910673,0.00009227447,0.0001958458,0.007049932,0.0002970389,0.00004389507,0.00004580845,0.00001334363,0.001194543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03653638,"threshold_uncertainty_score":0.9839555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02793656688734571,"score_gpt":0.3771927337030009,"score_spread":0.3492561668156552,"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."}}