{"id":"W4394580326","doi":"10.1016/j.kisu.2024.01.004","title":"Capacity for the management of kidney failure in the International Society of Nephrology Oceania and South East Asia (OSEA) 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":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of Calgary; University of Alberta","funders":"Daiichi Sankyo Europe; Medical Research Council; Chugai Pharmaceutical; Faculty of Medicine and Health, University of Sydney; Johns Hopkins Bloomberg School of Public Health; Akebia Therapeutics; Faculty of Medicine, Chulalongkorn University; Postgraduate Institute of Medical Education and Research, Chandigarh; Otsuka Pharmaceutical; 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; Amgen; Griffith University; BioCryst; Australian and New Zealand Society of Nephrology; University of Alberta; International Society of Nephrology; Alexion Pharmaceuticals; National Research Council of Thailand; King Chulalongkorn Memorial Hospital; Iran University of Medical Sciences; Universiti Kebangsaan Malaysia; National Health and Medical Research Council; AstraZeneca; Université de Montréal; Heart and Stroke Foundation of Canada; Johns Hopkins University","keywords":"Medicine; Population; Nephrology; Kidney disease; Dialysis; Peritoneal dialysis; Internal medicine; Environmental health","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":[0.00103424,0.00023056,0.0003103019,0.00007056482,0.0001171663,0.000092355,0.0006989178,0.00006654528,0.0006641411],"category_scores_gemma":[0.0002391715,0.0001283917,0.0003697646,0.0002802664,0.000203779,0.00009881971,0.0003611404,0.0001907827,0.000007633598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002406799,"about_ca_system_score_gemma":0.0004911568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007244074,"about_ca_topic_score_gemma":0.00009788669,"domain_scores_codex":[0.9973463,0.00008026182,0.0007780105,0.0004823376,0.00103256,0.0002805703],"domain_scores_gemma":[0.9986115,0.0001103729,0.0003334834,0.0004461719,0.000172891,0.0003256496],"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":[0.0002006534,0.0002199531,0.02162106,0.0002828844,0.003163573,0.0000494343,0.001083682,0.000008878293,0.00005941412,0.009921645,0.962349,0.001039834],"study_design_scores_gemma":[0.00220659,0.00008749177,0.02538415,0.0005689945,0.0005134972,0.00004101262,0.002730808,0.001982207,0.00002663434,0.001141788,0.9651991,0.0001177434],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01828258,0.00041492,0.005274158,0.9539208,0.002086617,0.002774404,0.01129177,0.00003736172,0.005917319],"genre_scores_gemma":[0.8907917,0.001032518,0.005744532,0.08584531,0.001505833,0.0004890541,0.01053631,0.00005137958,0.004003343],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8725091,"threshold_uncertainty_score":0.727188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02651170055236667,"score_gpt":0.2995361808497342,"score_spread":0.2730244802973675,"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."}}