{"id":"W7131382305","doi":"10.1093/eurheartj/ehaf1074","title":"Outcomes of heart failure with reduced, mildly reduced, or preserved ejection fraction: the ESC HF III registry","year":2025,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada); Health Care Foundation","funders":"Alnylam Pharmaceuticals; Bristol-Myers Squibb Canada; MicroPort; Innosuisse - Schweizerische Agentur für Innovationsförderung; Daiichi Sankyo Europe; Abbott Diagnostics; Bayer; Servier; Novartis Pharma; Universität Zürich; Novo Nordisk; Sanofi; Abiomed; Abbott Vascular; ZOLL Medical Corporation; AstraZeneca; Amarin Corporation; Hamilton Health Sciences; Boston Scientific Corporation; Strong; Boehringer Ingelheim España; Bristol-Myers Squibb; Edwards Lifesciences; Amgen; Pfizer","keywords":"Heart failure; Heart failure with preserved ejection fraction; Ejection fraction; Stroke volume; Cardiovascular event; Cause of death","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002496938,0.0003116769,0.0005210084,0.001125228,0.000246937,0.0008597784,0.0006257679,0.0004353921,0.000737183],"category_scores_gemma":[0.002896779,0.0001321611,0.000427717,0.001815563,0.0001801607,0.0008881785,0.0008255191,0.0003344833,0.0003103353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004350881,"about_ca_system_score_gemma":0.0006548383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005435276,"about_ca_topic_score_gemma":0.007807134,"domain_scores_codex":[0.9987901,0.0003177937,0.0002337432,0.0002715412,0.0002212076,0.0001656117],"domain_scores_gemma":[0.9957945,0.0003928067,0.002208317,0.0004304413,0.0006850661,0.0004887748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000182637,0.00002759035,0.9962179,0.00002513738,0.0000776106,0.00004832805,0.00002586538,0.0001061872,0.00006021421,0.00003899414,0.001557804,0.001631814],"study_design_scores_gemma":[0.00003895523,0.00005008724,0.9985788,0.00002342959,0.00004760639,0.0001499186,0.00006686121,0.0001915347,0.00005514317,0.00002736917,0.0007653626,0.000004965106],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9577991,0.0008181725,0.0005071586,0.0002049049,0.00003067505,0.0001209955,0.03745474,0.00003836836,0.003025808],"genre_scores_gemma":[0.9488831,0.0004341008,0.0004510586,0.0001659173,0.00006257513,0.0001596435,0.04948555,0.00001611641,0.0003420811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005435276,"threshold_uncertainty_score":0.01320523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03447911308044152,"score_gpt":0.3095824098574215,"score_spread":0.27510329677698,"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."}}