{"id":"W4367183877","doi":"10.1002/ejhf.2874","title":"Worsening of Chronic Heart Failure: Definition, Epidemiology, Management and Prevention. A Clinical Consensus Statement by the Heart Failure Association of the European Society of Cardiology","year":2023,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":183,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"Relypsa; Abbott Vascular; Servier; Stockholms Läns Landsting; Respicardia; Queen's University; Deutsche Forschungsgemeinschaft; University of Glasgow; Pfizer; Moderna; Idorsia Pharmaceuticals; Karolinska Institutet; Impulse Dynamics; Novo Nordisk; MyoKardia; ReCor Medical; British Heart Foundation; Vetenskapsrådet; Cytokinetics; European Commission; Sanofi; Gedeon Richter; LivaNova; Deutsches Zentrum für Herz-Kreislaufforschung; Queen's University Belfast; Boston Scientific Corporation; Helsinn; Alnylam Pharmaceuticals; Bristol-Myers Squibb; Eli Lilly and Company; AstraZeneca; Amgen; Chugai Pharmaceutical; Vifor Pharma; Ministero della Salute; Abbott Laboratories","keywords":"Medicine; Heart failure; Intensive care medicine; Guideline; Diuretic; Epidemiology; Internal medicine; Pathology","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":[0.02469182,0.002609454,0.003751482,0.006214892,0.001371753,0.003705666,0.00508629,0.005938144,0.0009659873],"category_scores_gemma":[0.02325589,0.001129812,0.003262124,0.003594921,0.00301324,0.002865259,0.003991677,0.01014655,0.001591181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004568427,"about_ca_system_score_gemma":0.01492366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01315156,"about_ca_topic_score_gemma":0.01654481,"domain_scores_codex":[0.9854118,0.004294298,0.005084715,0.0006686806,0.003936733,0.0006037587],"domain_scores_gemma":[0.9699739,0.007445549,0.005033467,0.0005750685,0.0142227,0.002749214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002111106,0.0004181297,0.01090358,0.01066657,0.0003658373,0.0005037629,0.0009508845,0.001353827,0.0008059892,0.005000997,0.6210098,0.3478094],"study_design_scores_gemma":[0.0004348049,0.0005412108,0.05970189,0.05270931,0.0008781897,0.003605948,0.00218838,0.002975654,0.0007730926,0.01268173,0.863217,0.0002928067],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.003830582,0.6511431,0.01093298,0.2934078,0.02884022,0.001193277,0.002739522,0.0002358482,0.007676673],"genre_scores_gemma":[0.05409766,0.676474,0.09509921,0.09389294,0.04620437,0.0051952,0.02028316,0.0002526859,0.008500806],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02469182,"threshold_uncertainty_score":0.1305844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05207939590835027,"score_gpt":0.321903332460545,"score_spread":0.2698239365521947,"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."}}