{"id":"W3060316749","doi":"10.1371/journal.pone.0237868","title":"Potentially inappropriate prescribing in older adults with advanced chronic kidney disease","year":2020,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa; Western University; University Health Network; University of Toronto; McMaster University; Impact; Institute for Clinical Evaluative Sciences","funders":"Ontario Ministry of Health and Long-Term Care; Schulich School of Medicine and Dentistry, Western University; McMaster University; Cancer Care Ontario; Schulich School of Medicine and Dentistry; Academic Medical Organization of Southwestern Ontario; Lawson Health Research Institute; Government of Ontario; AstraZeneca","keywords":"Medicine; Polypharmacy; Kidney disease; Medical prescription; Pharmacist; Deprescribing; Pharmacy; Incidence (geometry); Population; Retrospective cohort study; Emergency medicine; Intensive care medicine; Internal medicine; Family medicine; Nursing; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000513534,0.0001301854,0.0002524901,0.00003576141,0.00002899027,0.00001455026,0.0000749124,0.00003148276,0.0002969331],"category_scores_gemma":[0.0004119207,0.0001011498,0.00003639024,0.0001816256,0.00002877282,0.0002244049,0.00005164342,0.0003088941,0.00006111221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000534096,"about_ca_system_score_gemma":0.0001773462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009645564,"about_ca_topic_score_gemma":0.000003427515,"domain_scores_codex":[0.9988461,0.00003931563,0.0001952811,0.0002883775,0.0003773722,0.0002535953],"domain_scores_gemma":[0.999009,0.00003736978,0.00007076003,0.0001636919,0.00005268188,0.000666514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.05802713,0.01656942,0.8069095,0.01755403,0.001432963,0.001833424,0.00499612,0.0002679199,0.0637412,0.0001992165,0.0005001893,0.02796888],"study_design_scores_gemma":[0.1221406,0.009040376,0.5699375,0.0275398,0.005713041,0.00001384439,0.0007437941,0.2006648,0.0533167,0.0001013594,0.008521196,0.002267022],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814265,0.000570198,0.0001011507,0.01577793,0.00002511763,0.001171738,0.00001356603,0.00007921375,0.0008345866],"genre_scores_gemma":[0.992958,0.0001755832,0.001439127,0.005059931,0.0001337657,0.00004396918,0.00004734786,0.00002626265,0.0001159811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.236972,"threshold_uncertainty_score":0.4124769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07588501623532674,"score_gpt":0.2993963139706544,"score_spread":0.2235112977353277,"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."}}