{"id":"W4402254738","doi":"10.1093/ndt/gfae130","title":"Global structures, practices, and tools for provision of chronic peritoneal dialysis","year":2024,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta; University of British Columbia; Centre Hospitalier de l’Université de Montréal","funders":"Medical Research Council; Eli Lilly and Company; University of Alberta; International Society of Nephrology; National Health and Medical Research Council; Amgen","keywords":"Medicine; Reimbursement; Interquartile range; Peritoneal dialysis; Developing country; Kidney disease; Environmental health; Population; Disease burden; Economic growth; Internal medicine; Health care","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":[0.003842089,0.0001778579,0.0001483792,0.001893152,0.0003649853,0.00135093,0.000461857,0.0002565428,0.001581443],"category_scores_gemma":[0.01076865,0.0001396758,0.0002840377,0.002952828,0.0009820173,0.001110223,0.0016787,0.0003669959,0.000143232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001084014,"about_ca_system_score_gemma":0.002293224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006761314,"about_ca_topic_score_gemma":0.008474026,"domain_scores_codex":[0.996425,0.001798462,0.0004137276,0.00038408,0.0006749517,0.0003038091],"domain_scores_gemma":[0.9859397,0.0023707,0.008696502,0.000794873,0.001223114,0.0009750145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001631216,0.00002765472,0.9718581,0.0001672391,0.00005493763,0.00003981466,0.002666989,0.0001853016,0.0001094832,0.001424552,0.001054012,0.02239559],"study_design_scores_gemma":[0.000004738242,0.00004800864,0.9884283,0.0002618735,0.00002174604,0.000184985,0.004325292,0.0002290987,0.00006719153,0.0007618291,0.005655471,0.00001149083],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9745886,0.003038,0.001840129,0.004283736,0.00003333315,0.0000930784,0.002536059,0.00004515009,0.01354196],"genre_scores_gemma":[0.9975185,0.0006103755,0.001193074,0.0001038578,0.00001007806,0.00002916291,0.0004344291,0.000003736357,0.00009675003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006761314,"threshold_uncertainty_score":0.0203191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0162252439672556,"score_gpt":0.3049985602603606,"score_spread":0.288773316293105,"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."}}