{"id":"W4367042595","doi":"10.1016/j.jchf.2023.03.007","title":"Polypharmacy and Optimization of Guideline-Directed Medical Therapy in Heart Failure","year":2023,"lang":"en","type":"article","venue":"JACC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"National Institute on Minority Health and Health Disparities; National Institute on Aging","keywords":"Polypharmacy; Medicine; Odds ratio; Logistic regression; Internal medicine; Odds; Guideline; Urology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002100816,0.0002594277,0.0009731826,0.0005394488,0.0002825336,0.001021767,0.0002690486,0.00068834,0.00115918],"category_scores_gemma":[0.01579361,0.0001413248,0.0005477283,0.0004636989,0.0002048656,0.0006413886,0.0003267045,0.001436876,0.0001587138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001221049,"about_ca_system_score_gemma":0.001809129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002752666,"about_ca_topic_score_gemma":0.007713222,"domain_scores_codex":[0.9979132,0.00100088,0.0003039372,0.0001233909,0.0005629238,0.00009567584],"domain_scores_gemma":[0.9944088,0.002835058,0.001566621,0.0001203802,0.0006160692,0.0004530716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.006407988,0.003276089,0.1610091,0.001347303,0.002160666,0.0003513928,0.0002504508,0.004948887,0.002359983,0.002675872,0.01379583,0.8014163],"study_design_scores_gemma":[0.002031009,0.01124699,0.9008,0.002463366,0.002789513,0.001463297,0.000375051,0.02942933,0.002297148,0.0129446,0.03404711,0.0001125825],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7570287,0.1392062,0.007978703,0.05297549,0.0011774,0.0004004765,0.0007751011,0.0001867456,0.04027104],"genre_scores_gemma":[0.9780588,0.01087428,0.005126832,0.004193104,0.0006863612,0.00006971815,0.0001961921,0.00001514388,0.0007795615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002752666,"threshold_uncertainty_score":0.01111031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02036259219366762,"score_gpt":0.3189445238650341,"score_spread":0.2985819316713665,"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."}}