{"id":"W4400378268","doi":"10.1093/ndt/gfae154","title":"Prescribing patterns and medication costs in patients on maintenance haemodialysis and peritoneal dialysis","year":2024,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network; University of Alberta; University of Calgary","funders":"Canadian Institutes of Health Research; Kidney Foundation of Canada; Government of Alberta; Alberta Health Services","keywords":"Medicine; Pill; Polypharmacy; Interquartile range; Cohort; Hemodialysis; Peritoneal dialysis; Dialysis; Population; Internal medicine; Cohort study; Emergency medicine; Pharmacology; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.000508518,0.0001782873,0.0003361928,0.000910888,0.0005343576,0.0009273139,0.0005855307,0.0005674498,0.001622986],"category_scores_gemma":[0.003514465,0.0002357936,0.0004700925,0.002530446,0.0003000697,0.0004647707,0.0005104428,0.0006676885,0.0001693641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002352369,"about_ca_system_score_gemma":0.001557689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2326672,"about_ca_topic_score_gemma":0.3062952,"domain_scores_codex":[0.9992006,0.0001320737,0.0001151346,0.00009960304,0.0003245676,0.0001278711],"domain_scores_gemma":[0.997116,0.000328344,0.001723278,0.00006933402,0.0003322696,0.00043079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003021591,0.00001534019,0.9991391,0.000009017386,0.00002730811,0.00002164946,0.00004543245,0.00002716732,0.00001681355,0.000007532906,0.00006830072,0.0005922745],"study_design_scores_gemma":[0.000002308442,0.00001669925,0.9995915,0.000009906492,0.000008730717,0.00006568716,0.0001104234,0.0001035248,0.000005306661,0.000007763965,0.00007615245,0.000001914105],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982262,0.0004060389,0.00002362539,0.000135306,0.000003323487,0.00000847246,0.0007055329,0.000001819739,0.0004897278],"genre_scores_gemma":[0.9989538,0.0002029489,0.00008300909,0.00006417909,0.000007157029,0.000005943217,0.0005530822,0.000001101801,0.00012878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2326672,"threshold_uncertainty_score":0.4626257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0152315680482137,"score_gpt":0.2663360176141333,"score_spread":0.2511044495659197,"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."}}