{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01406802,0.0002923807,0.001147119,0.0001476178,0.0001970014,0.00001242405,0.0002386274,0.00009357226,0.00004103687],"category_scores_gemma":[0.0005026111,0.0001848052,0.0009235453,0.0004879504,0.0004482017,0.00007451452,0.0003160982,0.0006658919,0.00003409452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001380879,"about_ca_system_score_gemma":0.0001371456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009104102,"about_ca_topic_score_gemma":0.0000154886,"domain_scores_codex":[0.9906611,0.005644287,0.00229499,0.0003499101,0.0005710673,0.000478671],"domain_scores_gemma":[0.9965536,0.0009040678,0.0014489,0.0005385488,0.0003890489,0.0001658138],"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":[0.00007519909,0.0001180381,0.1182484,0.000253386,0.0012874,0.00001857896,0.000193188,0.0001337664,0.001448365,0.0001365791,0.877483,0.0006041288],"study_design_scores_gemma":[0.003822808,0.001382058,0.1900493,0.0007446598,0.0007985522,0.0001922225,0.001633154,0.00003367175,0.0002509416,0.0001504449,0.800787,0.0001551704],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4936224,0.002073826,0.00116837,0.4991283,0.0007152493,0.002219693,0.00009385528,0.00008593292,0.0008924001],"genre_scores_gemma":[0.9604248,0.0005904294,0.03625497,0.0009132928,0.0005115065,0.0000083919,0.00004089609,0.00007041321,0.001185262],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.498215,"threshold_uncertainty_score":0.7536137,"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."}}