{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001536909,0.0002337669,0.0004185439,0.0001440781,0.0001308275,0.00008241447,0.00003930124,0.0001825823,0.0006808679],"category_scores_gemma":[0.00006793556,0.0002023315,0.0001158696,0.0008846223,0.00004112793,0.0003672183,0.00003179344,0.000203483,0.0001361682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003210343,"about_ca_system_score_gemma":0.0001842156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002515846,"about_ca_topic_score_gemma":0.002258474,"domain_scores_codex":[0.9982108,0.0001393602,0.0003157905,0.0005258093,0.0004709352,0.0003373417],"domain_scores_gemma":[0.9991233,0.00004536228,0.00006299321,0.0004036882,0.000204676,0.0001599637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007449721,0.0002625338,0.9773653,0.00008561686,0.00007482895,0.00004354076,0.00003737518,0.000142408,0.001551296,0.000280849,0.01987299,0.0002087489],"study_design_scores_gemma":[0.001811702,0.0001371117,0.8527843,0.0001830305,0.00009200544,0.0001113098,0.0005324329,0.0006099719,0.0003927385,0.0001379436,0.1430194,0.0001880523],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9400352,0.0001364191,0.001644211,0.05615496,0.0001424312,0.0009085533,0.000006650813,0.000202588,0.0007689652],"genre_scores_gemma":[0.9879887,0.000006066626,0.01058154,0.0004839858,0.0001811703,0.00008633141,0.0001762335,0.00002024404,0.0004758029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1245811,"threshold_uncertainty_score":0.8250841,"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."}}