{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005182535,0.0002278268,0.0006617827,0.0002170171,0.00008584942,0.00003769671,0.0000380842,0.0002146236,0.0004084996],"category_scores_gemma":[0.0002091969,0.0001830517,0.0001796617,0.0006588786,0.00003794936,0.0004005117,0.00002505501,0.0003743407,0.00006090384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002971438,"about_ca_system_score_gemma":0.0002374439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001953984,"about_ca_topic_score_gemma":0.00125047,"domain_scores_codex":[0.9977108,0.0002715363,0.0006034189,0.0004730348,0.0006408383,0.0003003463],"domain_scores_gemma":[0.9985759,0.0002285859,0.0002239308,0.000401929,0.000429206,0.0001404168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001878583,0.0005851184,0.9831435,0.00009631827,0.0003092071,0.00001705076,0.00004610277,0.0002687646,0.002441205,0.00003607192,0.01267932,0.0001894816],"study_design_scores_gemma":[0.004598225,0.0002519153,0.8681934,0.0001569311,0.0002969567,0.00003164424,0.0003302703,0.0003475597,0.001443886,0.00001582277,0.1241627,0.0001707234],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9439636,0.00004099102,0.0005730717,0.05395449,0.0001212608,0.001006607,0.000005532451,0.0001091556,0.0002252919],"genre_scores_gemma":[0.9830739,0.00001095409,0.01477011,0.0005174319,0.0001458427,0.00006947981,0.000157897,0.00003528057,0.001219076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1149501,"threshold_uncertainty_score":0.7464633,"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."}}