{"id":"W4394567966","doi":"10.1016/j.kisu.2024.02.001","title":"Capacity for the management of kidney failure in the International Society of Nephrology North and East Asia region: report from the 2023 ISN Global Kidney Health Atlas (ISN-GKHA)","year":2024,"lang":"en","type":"article","venue":"Kidney International Supplements","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of Calgary; University of Alberta","funders":"Canadian Institutes of Health Research; Bayer Yakuhin; Faculty of Medicine and Dentistry, University of Alberta; Ono Pharmaceutical; Mitsubishi Tanabe Pharma Corporation; Peking University; Alberta Health Services; Alberta Innovates; Nile University; Faculty of Health and Medical Sciences, University of Western Australia; Singapore General Hospital; Royal Adelaide Hospital; Kawasaki Medical School; Torii Pharmaceutical; Amicus Therapeutics; University of Oxford; Université de Montréal; Peking University First Hospital; University of Alberta; George Institute for Global Health; International Society of Nephrology; Alexion Pharmaceuticals; Southeast University; Universiteit Utrecht; Duke-NUS Medical School; Japan Society for the Promotion of Science; GlaxoSmithKline; University of Ottawa; Moonshot Research and Development Program; Sanofi; McMaster University; Japan Agency for Medical Research and Development; Core Research for Evolutional Science and Technology; AstraZeneca","keywords":"Medicine; Nephrology; Kidney disease; Dialysis; Kidney transplantation; Population; Public health; Health care; Transplantation; Internal medicine; Intensive care medicine; Family medicine; Economic growth; Environmental health; Nursing","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":[],"consensus_categories":[],"category_scores_codex":[0.0007072934,0.0002094414,0.0002863421,0.00006335364,0.0001065312,0.00007609931,0.0006532691,0.00005293651,0.0005587179],"category_scores_gemma":[0.0001988308,0.0001150011,0.0003347805,0.0002849978,0.0001857944,0.00009856134,0.0003280401,0.0001725252,0.000006038002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002232795,"about_ca_system_score_gemma":0.0004361202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001279002,"about_ca_topic_score_gemma":0.0003180958,"domain_scores_codex":[0.9975525,0.00006962228,0.0007459778,0.0004362123,0.0009427997,0.0002529113],"domain_scores_gemma":[0.9987115,0.0001117935,0.000299027,0.0004179132,0.0001639038,0.0002958207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001629498,0.0002357917,0.0406695,0.0002598046,0.002988877,0.00004815947,0.0005826624,0.00001021643,0.00003939951,0.006954363,0.9461654,0.001882919],"study_design_scores_gemma":[0.001665564,0.00007532757,0.0636778,0.0004180704,0.0003937234,0.00003754287,0.001178295,0.001543491,0.00001514716,0.0006577956,0.9302433,0.00009391546],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02447921,0.0003852761,0.004284091,0.9522946,0.00191721,0.002480207,0.009263216,0.00002942659,0.00486674],"genre_scores_gemma":[0.8581766,0.002125512,0.006613927,0.1103428,0.001713391,0.0007759967,0.01609058,0.00005218691,0.004108905],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8419518,"threshold_uncertainty_score":0.6117569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02635894269203595,"score_gpt":0.3011178980200647,"score_spread":0.2747589553280287,"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."}}