{"id":"W4394579968","doi":"10.1016/j.kisu.2024.01.005","title":"Capacity for the management of kidney failure in the International Society of Nephrology Newly Independent States and Russia region: report from the 2023 ISN Global Kidney Health Atlas (ISN-GKHA)","year":2024,"lang":"en","type":"article","venue":"Kidney International Supplements","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of Calgary; University of Alberta","funders":"Daiichi Sankyo Europe; Chugai Pharmaceutical; Johns Hopkins Bloomberg School of Public Health; Université de Montréal; Fresenius Medical Care North America; Astellas Pharma; Faculty of Medicine and Dentistry, University of Alberta; Eli Lilly and Company; Chinese University of Hong Kong; Universiteit Stellenbosch; Chulalongkorn University; Duke-NUS Medical School; Universiteit Utrecht; Akebia Therapeutics; Nile University; Faculty of Health and Medical Sciences, University of Western Australia; Royal Adelaide Hospital; Singapore General Hospital; University of Oxford; Faculty of Medicine, Chulalongkorn University; Postgraduate Institute of Medical Education and Research, Chandigarh; University of Queensland; University of Alberta; George Institute for Global Health; International Society of Nephrology; GlaxoSmithKline; University of Ottawa; BioCryst; AstraZeneca; Heart and Stroke Foundation of Canada; McMaster University; Johns Hopkins University; Amgen","keywords":"Nephrology; Medicine; Kidney disease; Dialysis; Kidney transplantation; Population; Intensive care medicine; Health care; Internal medicine; Transplantation; Family medicine; Environmental health; Economic growth","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":[0.006225403,0.0004346355,0.0004894172,0.001369016,0.001120593,0.002643918,0.002065984,0.001131608,0.00638502],"category_scores_gemma":[0.0118313,0.0002912545,0.0009471091,0.001855941,0.0008983873,0.001854699,0.006074308,0.002346456,0.001375698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003787877,"about_ca_system_score_gemma":0.03014447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06455145,"about_ca_topic_score_gemma":0.07048808,"domain_scores_codex":[0.9965141,0.0008983152,0.0002900376,0.0001620933,0.00106848,0.001066924],"domain_scores_gemma":[0.9890361,0.001300112,0.002059546,0.0003796104,0.002462329,0.004762334],"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":[0.0002433042,0.0004062326,0.3343412,0.001513411,0.0004466957,0.0004325429,0.002332115,0.005403107,0.001058664,0.02560971,0.4967792,0.1314339],"study_design_scores_gemma":[0.00009588937,0.0002168669,0.5974093,0.002169412,0.0002933344,0.0007035214,0.00396547,0.003167769,0.001173192,0.008087827,0.3825821,0.0001352642],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3169954,0.04207399,0.00881327,0.331459,0.0100876,0.0008332277,0.1123765,0.001747612,0.1756134],"genre_scores_gemma":[0.8943062,0.02469274,0.007681322,0.009940639,0.003018978,0.001151934,0.04276681,0.00020274,0.01623859],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06455145,"threshold_uncertainty_score":0.1283514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02242702235917556,"score_gpt":0.3083144227012238,"score_spread":0.2858874003420483,"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."}}