{"id":"W4213222131","doi":"10.1016/j.ekir.2022.01.334","title":"POS-314 POLYPHARMACY AND POTENTIALLY INAPPROPRIATE MEDICATION USE IN PATIENTS WITH CKD MANAGED IN CANADIAN PRIMARY CARE","year":2022,"lang":"en","type":"article","venue":"Kidney International Reports","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Calgary; University of Alberta","funders":"","keywords":"Polypharmacy; Medicine; Kidney disease; Primary care; Intensive care medicine; Multimorbidity; Family medicine; Chronic disease; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0008394255,0.0002547076,0.0004045075,0.001308498,0.001979887,0.001214117,0.0008238504,0.0005591985,0.00228238],"category_scores_gemma":[0.004863875,0.0002654668,0.0007165557,0.003008757,0.0004114292,0.0004944389,0.0007203927,0.001110848,0.0001593621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01562159,"about_ca_system_score_gemma":0.0210095,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.969066,"about_ca_topic_score_gemma":0.983348,"domain_scores_codex":[0.9983406,0.0001432369,0.0001527878,0.0001310543,0.0008034922,0.000428838],"domain_scores_gemma":[0.997159,0.0002334794,0.001104398,0.00005494338,0.0008318716,0.000616279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004125395,0.00004499255,0.9976202,0.00003373745,0.00003405183,0.00003194773,0.0001898855,0.00002557057,0.00002617239,0.0000433237,0.0004123362,0.001496523],"study_design_scores_gemma":[0.000007246125,0.0000263737,0.9988689,0.000034913,0.00002947493,0.00005457072,0.0003973142,0.0001736023,0.00001575663,0.00001458696,0.0003703619,0.000006842472],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917868,0.001050113,0.00006326348,0.0006077458,0.00001551581,0.00007497608,0.002697607,0.000007325103,0.003696666],"genre_scores_gemma":[0.9985417,0.0003106275,0.0001161522,0.0001845949,0.00001002308,0.00001385298,0.0005945328,0.00000134807,0.0002272062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03093404,"threshold_uncertainty_score":0.1133431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02330022167753687,"score_gpt":0.2998822001449263,"score_spread":0.2765819784673895,"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."}}