{"id":"W3156633975","doi":"10.1161/circheartfailure.120.007901","title":"Global Differences 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":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute","funders":"National Center for Advancing Translational Sciences; National Heart, Lung, and Blood Institute; National Institute on Aging; Relypsa; Respicardia; American Regent; Vifor Pharma; Daiichi-Sankyo; ARCA Biopharma; University of Glasgow; Pfizer; Biogen; Moderna; Cytokinetics; University of Oxford; Jazz Pharmaceuticals; Ironwood Pharmaceuticals, Incorporated; Sanofi Pasteur; Celladon Corporation; Defense Acquisition Program Administration; Boston Scientific Corporation; Alnylam Pharmaceuticals; Novo Nordisk; MyoKardia; Daiichi Sankyo Europe; Servier; Gilead Sciences; Bayer HealthCare; National Institute of Diabetes and Digestive and Kidney Diseases; Sanofi; LivaNova; GlaxoSmithKline; Amgen; AstraZeneca; Eli Lilly and Company; Bristol-Myers Squibb","keywords":"Medicine; Heart failure; Ejection fraction; Cardiology; Internal medicine; Stroke volume; Heart failure with preserved ejection fraction","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":[0.001974661,0.0003298715,0.0006886589,0.0007954186,0.0002497404,0.0005587646,0.0003296501,0.00031596,0.002140225],"category_scores_gemma":[0.003604163,0.0001290145,0.0006401873,0.001179204,0.0005280949,0.00049053,0.000875195,0.0004678045,0.0002251571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002260996,"about_ca_system_score_gemma":0.0001886483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001427535,"about_ca_topic_score_gemma":0.001654617,"domain_scores_codex":[0.9988906,0.0004318436,0.0001152537,0.0003315562,0.00010634,0.0001243953],"domain_scores_gemma":[0.9967412,0.0006473917,0.001726067,0.0003775918,0.0001715451,0.0003361178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004071628,0.00001787938,0.9961786,0.00003829159,0.0004701991,0.00006664653,0.00008491611,0.0001462154,0.0002461712,0.00008177337,0.0001471044,0.00211495],"study_design_scores_gemma":[0.00001138627,0.00005226136,0.99946,0.000005651465,0.00005536876,0.0001068403,0.00004287794,0.0000399823,0.00002267642,0.00007204086,0.0001284978,0.000002359488],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942367,0.002452322,0.0003668895,0.0001788964,0.00001822996,0.00002409703,0.001114826,0.000010309,0.001597737],"genre_scores_gemma":[0.9991309,0.0001687902,0.00006822361,0.00005888421,0.00001989981,0.000009800912,0.0004914199,0.000003766924,0.00004832259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002140225,"threshold_uncertainty_score":0.01044309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02309172397399346,"score_gpt":0.2706574200931506,"score_spread":0.2475656961191572,"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."}}