{"id":"W4402254747","doi":"10.1093/ndt/gfae129","title":"Global access and quality of conservative kidney management","year":2024,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":13,"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; BioCryst; Fresenius Medical Care North America; AstraZeneca; Eli Lilly and Company; Heart and Stroke Foundation of Canada; Amgen","keywords":"Medicine; Health care; Palliative care; Family medicine; Nursing; Economic growth; 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":[0.003954254,0.0001556657,0.000316503,0.00186007,0.0002940258,0.00145851,0.0005587741,0.0002682367,0.005296667],"category_scores_gemma":[0.01439116,0.0001261317,0.0004406876,0.003559452,0.0009390076,0.001162421,0.002035239,0.0005879937,0.0002779533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00103764,"about_ca_system_score_gemma":0.001628667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01029824,"about_ca_topic_score_gemma":0.008008819,"domain_scores_codex":[0.9962487,0.001513716,0.0006437133,0.0003581588,0.0007071207,0.0005286885],"domain_scores_gemma":[0.9838832,0.002855981,0.009217823,0.0007004947,0.001644778,0.001697846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005273713,0.00002834264,0.9707156,0.000611898,0.000202977,0.00007587075,0.0007744911,0.0005559098,0.00006002614,0.001135249,0.003065971,0.02272084],"study_design_scores_gemma":[0.0000106971,0.00006124999,0.9910391,0.0004741343,0.00004814054,0.0002459805,0.001074135,0.0002602954,0.00007150776,0.0006697745,0.006029195,0.00001582864],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9385183,0.01071805,0.001389171,0.01078115,0.0001333733,0.00007495446,0.01343766,0.00009805465,0.02484939],"genre_scores_gemma":[0.9969828,0.001051888,0.0003051444,0.0002478508,0.00003299101,0.00001549975,0.001220075,0.000009418195,0.0001343563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01029824,"threshold_uncertainty_score":0.02091229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02768092645134969,"score_gpt":0.333723556571221,"score_spread":0.3060426301198714,"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."}}