{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007452749,0.0001724337,0.0002039929,0.00006015163,0.00009588714,0.00006339762,0.0004369875,0.00007109941,0.000656487],"category_scores_gemma":[0.0001195569,0.000102635,0.0001566388,0.0002034083,0.0001378795,0.0001373591,0.00009647954,0.0002045719,0.000004759219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002248304,"about_ca_system_score_gemma":0.0005229652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001950582,"about_ca_topic_score_gemma":0.0003329579,"domain_scores_codex":[0.9978923,0.00006078761,0.0006760312,0.0003423651,0.0008305715,0.000197927],"domain_scores_gemma":[0.9989432,0.0001927265,0.0002598253,0.0002529796,0.0001518397,0.0001994938],"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":[0.0002288554,0.0001507648,0.0593293,0.0002415146,0.001433101,0.00003573966,0.001847976,0.000009558406,0.0001990646,0.009772664,0.9255941,0.001157375],"study_design_scores_gemma":[0.003541111,0.0001047841,0.07065431,0.0004705291,0.0002247638,0.0001730904,0.001792453,0.00211416,0.0002863408,0.002386713,0.9181406,0.0001111007],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03829174,0.0002277462,0.01017995,0.9367741,0.001751268,0.001914262,0.009504577,0.00003405649,0.0013223],"genre_scores_gemma":[0.8726634,0.003520552,0.008810647,0.09373368,0.0008036805,0.0003464044,0.01809209,0.0000415745,0.001987988],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8430404,"threshold_uncertainty_score":0.7188072,"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."}}