{"id":"W4410113184","doi":"10.1002/ejhf.3676","title":"Heart Failure and Obesity: Translational Approaches and Therapeutic Perspectives. A Scientific Statement of the Heart Failure Association of the ESC","year":2025,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Cardiovascular Function and Risk Factors","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada); St. Thomas Hospital","funders":"National Medical Research Council; Medical Research Council; American Regent; Cytokinetics; Astellas Pharma; Servier; Amgen; Siemens Healthineers; Horizon Therapeutics; Pfizer; Moderna; Impulse Dynamics; Biosense Webster; Novo Nordisk; ReCor Medical; AstraZeneca; Amarin Corporation; Regeneron Pharmaceuticals; Vifor Pharma; LivaNova; Boston Scientific Corporation; Alnylam Pharmaceuticals; European Commission; Circle Cardiovascular Imaging; Society for Cardiovascular Magnetic Resonance; Sanofi; Eli Lilly and Company; Bristol-Myers Squibb","keywords":"Medicine; Heart failure; Obesity; Intensive care medicine; Ejection fraction; Epidemiology; Population; Heart failure with preserved ejection fraction; Internal medicine; Cardiology; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002130089,0.0001554889,0.0004201579,0.0001721596,0.0002668924,0.00006348035,0.0001093645,0.00005491772,0.00004246311],"category_scores_gemma":[0.0001194187,0.00008850077,0.0004718593,0.0004320455,0.0002826123,0.0000973375,0.00005795973,0.000483942,0.000001609314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007357729,"about_ca_system_score_gemma":0.000252243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005466743,"about_ca_topic_score_gemma":0.00003071209,"domain_scores_codex":[0.9976192,0.0007839568,0.0005063749,0.0002108789,0.0007164165,0.000163199],"domain_scores_gemma":[0.9988876,0.00009084894,0.0002822623,0.0002875772,0.0003720198,0.00007968033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001716328,0.0003019162,0.8838345,0.0002482522,0.001232605,0.000003168278,0.005032342,0.0002183781,0.02212534,0.0004731993,0.08578084,0.0005777773],"study_design_scores_gemma":[0.001777061,0.0001329365,0.6960442,0.0003196767,0.000400896,0.0001711063,0.004677398,0.00004256598,0.002297683,0.00005482216,0.2939974,0.0000842334],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.898208,0.002357086,0.0002047009,0.09839576,0.000302093,0.0004163824,0.0000166365,0.000008940539,0.00009040016],"genre_scores_gemma":[0.9977711,0.00002232168,0.001268486,0.0002320591,0.00009153031,8.675883e-7,0.000001772396,0.00001609734,0.0005957586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2082166,"threshold_uncertainty_score":0.3608957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01507362061073946,"score_gpt":0.2299906405625178,"score_spread":0.2149170199517784,"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."}}