{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009051461,0.0009043029,0.0008704608,0.002229227,0.001147538,0.00357928,0.002584927,0.001959116,0.009647351],"category_scores_gemma":[0.01761551,0.00042026,0.00154889,0.004180745,0.0007796041,0.002930033,0.006410202,0.003597398,0.003160438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006557903,"about_ca_system_score_gemma":0.0444796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09321015,"about_ca_topic_score_gemma":0.09360556,"domain_scores_codex":[0.9949651,0.001017996,0.0005662161,0.0002142173,0.002115871,0.001120516],"domain_scores_gemma":[0.980448,0.001794289,0.003843611,0.0004589879,0.00622456,0.0072305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000136655,0.0001949752,0.06372315,0.001680595,0.0002505055,0.000175345,0.0005921095,0.002108596,0.0003271052,0.009283436,0.824814,0.09671357],"study_design_scores_gemma":[0.0001256852,0.0001457626,0.2314666,0.003250307,0.0002745769,0.0004109824,0.001531277,0.001734972,0.0006377148,0.004973026,0.7553285,0.00012051],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05521812,0.07949015,0.005709873,0.5051015,0.01939928,0.0008448949,0.1763327,0.002009705,0.1558937],"genre_scores_gemma":[0.4820812,0.1658647,0.02773121,0.06406899,0.01571636,0.004657875,0.1933891,0.0007131826,0.04577727],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09321015,"threshold_uncertainty_score":0.1853352,"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."}}