{"id":"W3207879173","doi":"10.1161/circheartfailure.120.008293","title":"Association of Hyper-Polypharmacy With Clinical Outcomes in Heart Failure With Preserved Ejection Fraction","year":2021,"lang":"en","type":"article","venue":"Circulation Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute","funders":"National Heart, Lung, and Blood Institute","keywords":"Medicine; Heart failure; Polypharmacy; Ejection fraction; Internal medicine; Cardiology; Intensive care medicine","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":[0.0007716579,0.0001910691,0.0002863084,0.0005617138,0.0002289885,0.0004435166,0.0002113222,0.0003227327,0.001087474],"category_scores_gemma":[0.002564196,0.000124478,0.0003669266,0.0005876094,0.0001942369,0.0003304884,0.0004498404,0.000597127,0.00008958403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002248882,"about_ca_system_score_gemma":0.0002326105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00188685,"about_ca_topic_score_gemma":0.003458515,"domain_scores_codex":[0.9995793,0.0001146742,0.00006622275,0.00007787685,0.00008677986,0.00007524939],"domain_scores_gemma":[0.9954716,0.0007161416,0.002808863,0.0001529188,0.0002564089,0.0005940415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000788691,0.00001357725,0.9992341,0.000004699827,0.00003690588,0.00001887593,0.000006752658,0.00002234006,0.00005106489,0.000003600401,0.00001616168,0.0005130121],"study_design_scores_gemma":[0.000003068646,0.00003594743,0.9997569,0.000001950314,0.00001081182,0.00006951765,0.00001051632,0.00007281255,0.00001141862,0.000008671903,0.00001773621,7.624004e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991762,0.0003469138,0.00004640082,0.00004751541,0.00000308234,0.00000400864,0.0001433267,0.000001466026,0.0002311124],"genre_scores_gemma":[0.9997906,0.0000385906,0.00002952794,0.00001676286,0.000009004346,0.000002044681,0.00009293422,3.739822e-7,0.00002003914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00188685,"threshold_uncertainty_score":0.004080951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03072112045041556,"score_gpt":0.3244809432849251,"score_spread":0.2937598228345095,"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."}}