{"id":"W4407316344","doi":"10.1371/journal.pgph.0004268","title":"Global availability of medications and health technologies for kidney care: A multinational study from the ISN-GKHA","year":2025,"lang":"en","type":"article","venue":"PLOS Global Public Health","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta; University of British Columbia","funders":"Daiichi Sankyo Europe; Medical Research Council; Chugai Pharmaceutical; Akebia Therapeutics; Astellas Pharma; University of Alberta; International Society of Nephrology; National Health and Medical Research Council; BioCryst; Fresenius Medical Care North America; AstraZeneca; Eli Lilly and Company; Heart and Stroke Foundation of Canada; Servier; Amgen","keywords":"Medicine; Business; Health care; Population; Cinacalcet; Global health; Developing country; Kidney disease; Family medicine; Environmental health; Economic growth; Public health; Nursing; Internal medicine; Parathyroid hormone; Secondary hyperparathyroidism; Economics","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":[0.00495451,0.0004307737,0.0004595592,0.001372685,0.000874819,0.001785084,0.0006822851,0.000713573,0.002741077],"category_scores_gemma":[0.004492349,0.0004080694,0.000798251,0.003449087,0.0008350983,0.001574304,0.002124882,0.001184027,0.0005580934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009301211,"about_ca_system_score_gemma":0.001477917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02801162,"about_ca_topic_score_gemma":0.0322725,"domain_scores_codex":[0.9986411,0.0004820546,0.000183089,0.0001514532,0.0002607289,0.0002815943],"domain_scores_gemma":[0.994857,0.000872622,0.002546259,0.000386029,0.0005049125,0.0008333162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005611576,0.00005345332,0.9978135,0.00002213559,0.00003381147,0.0000487551,0.0007897397,0.00001662817,0.00003278042,0.00004631049,0.000307705,0.0007789969],"study_design_scores_gemma":[0.00001205528,0.0000767053,0.9946921,0.00006562947,0.00004569184,0.0001062459,0.00409306,0.00008254555,0.00001981573,0.00002526601,0.0007735654,0.000007240973],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962667,0.0002615248,0.00004230189,0.0003706669,0.00001267498,0.00002506089,0.001198862,0.000001777281,0.001820401],"genre_scores_gemma":[0.9973407,0.0003765473,0.00009204524,0.0003372476,0.00002119329,0.00004876915,0.001424499,0.000007697474,0.0003512655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02801162,"threshold_uncertainty_score":0.05569714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0410523624614061,"score_gpt":0.3668916039101251,"score_spread":0.325839241448719,"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."}}