{"id":"W4402254739","doi":"10.1093/ndt/gfae128","title":"A global overview of health system financing and available infrastructure and oversight for kidney care","year":2024,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta; University of British Columbia","funders":"University of Alberta; International Society of Nephrology","keywords":"Medicine; Kidney disease; Peritoneal dialysis; Reimbursement; Renal replacement therapy; Nephrology; Dialysis; Health care; Public health; Family medicine; Intensive care medicine; Environmental health; Internal medicine; Economic growth; 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":[0.003679145,0.0006005115,0.0002397102,0.006267517,0.0003913144,0.002224249,0.0005028807,0.0007045936,0.004358879],"category_scores_gemma":[0.004660279,0.0002412857,0.0004813769,0.0128649,0.0008022078,0.002954727,0.001707303,0.0007109102,0.0003389991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00338563,"about_ca_system_score_gemma":0.007242638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01871323,"about_ca_topic_score_gemma":0.01483342,"domain_scores_codex":[0.9981969,0.0006374565,0.0001860892,0.0001464497,0.0004561158,0.0003769649],"domain_scores_gemma":[0.994561,0.001530076,0.00200259,0.0001887572,0.001165845,0.0005516687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001653182,0.00009259101,0.356896,0.006063583,0.0003932242,0.0003691496,0.003780091,0.007500367,0.00119974,0.09130587,0.127264,0.40497],"study_design_scores_gemma":[0.00002739787,0.0001629918,0.6291602,0.004323509,0.0001618882,0.0006940779,0.003359117,0.002048193,0.0004764276,0.009304007,0.3502245,0.0000577592],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4048175,0.2214658,0.01526158,0.08642088,0.0009577075,0.0005785887,0.07924254,0.0008450511,0.1904103],"genre_scores_gemma":[0.8580513,0.1070563,0.01301082,0.003149957,0.0006225971,0.0003345217,0.01464363,0.00008145967,0.003049439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01871323,"threshold_uncertainty_score":0.03720862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01207501337400942,"score_gpt":0.2690092611380407,"score_spread":0.2569342477640313,"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."}}