{"id":"W4396992993","doi":"10.1681/asn.20213210s1697c","title":"Polypharmacy and Potentially Inappropriate Medication Use in Patients with CKD Managed in Canadian Primary Care","year":2021,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Calgary; University of Alberta","funders":"","keywords":"Polypharmacy; Medicine; Primary care; Intensive care medicine; Family 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":[0.0009132635,0.0002849224,0.0003961764,0.001685505,0.001980713,0.0009589796,0.001012897,0.0004951889,0.001985207],"category_scores_gemma":[0.004048268,0.0002721743,0.0006670557,0.003982769,0.000394607,0.0004420665,0.0007191655,0.0009583954,0.0001342632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01441131,"about_ca_system_score_gemma":0.01930525,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9659041,"about_ca_topic_score_gemma":0.9790531,"domain_scores_codex":[0.9983595,0.0001103417,0.0001290709,0.0001617494,0.000910504,0.0003288287],"domain_scores_gemma":[0.9970328,0.0001994287,0.001052149,0.00006043025,0.001049012,0.000606279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000201886,0.00001864389,0.9975102,0.00003286015,0.00004077404,0.00003462141,0.0000979969,0.00003364277,0.0000252828,0.00002977494,0.0007391433,0.001416909],"study_design_scores_gemma":[0.000003970091,0.000009003736,0.9992625,0.00002422282,0.00001956719,0.00006148613,0.0001291145,0.0001408292,0.00001004027,0.0000121487,0.0003229675,0.000004175096],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843821,0.001933762,0.0001154187,0.001181205,0.00002649191,0.00008535387,0.007981399,0.00001402781,0.004280187],"genre_scores_gemma":[0.9968845,0.0005793771,0.0002269893,0.0002172107,0.00001560211,0.00001914686,0.001863609,0.000002054226,0.0001915023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03409594,"threshold_uncertainty_score":0.1045619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02752780843209237,"score_gpt":0.3069105394341687,"score_spread":0.2793827310020764,"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."}}