{"id":"W4293546866","doi":"10.1002/ejhf.2664","title":"Congestion in heart failure: a circulating biomarker‐based perspective. A review from the Biomarkers Working Group of the Heart Failure Association, European Society of Cardiology","year":2022,"lang":"en","type":"review","venue":"European Journal of Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":154,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"Relypsa; Vifor Pharma; Schweizerische Herzstiftung; Ministerio de Economía y Competitividad; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Deutsche Forschungsgemeinschaft; Servier; University of Glasgow; Centro de Investigación Biomédica en Red Enfermedades Cardiovasculares; Novo Nordisk; Teva Pharmaceutical Industries; Boston Scientific Corporation; Fresenius Medical Care North America; European Society of Cardiology; Idorsia Pharmaceuticals; Cytokinetics; Sanofi; Abbott Diagnostics; Universitair Medisch Centrum Groningen; AstraZeneca; Eli Lilly and Company; Amgen; National Science Foundation","keywords":"Medicine; Heart failure; Internal medicine; Cardiology; Biomarker; Perspective (graphical)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008142305,0.001155112,0.001776573,0.003341908,0.0002455244,0.001086307,0.0007767965,0.001254575,0.003065753],"category_scores_gemma":[0.001126094,0.0003286873,0.0009992846,0.002562027,0.0004082678,0.001549553,0.0007928228,0.001746831,0.00117708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005071051,"about_ca_system_score_gemma":0.001291279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001521594,"about_ca_topic_score_gemma":0.002072963,"domain_scores_codex":[0.999732,0.00005502462,0.00005927351,0.00004540836,0.00008970114,0.00001857239],"domain_scores_gemma":[0.9994794,0.0002813227,0.00007499444,0.0000108069,0.0001250755,0.00002850385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001325141,0.00006933875,0.0002727068,0.05390997,0.000318168,0.000182776,0.00009033031,0.0002619684,0.0007982009,0.002569837,0.04630779,0.8950863],"study_design_scores_gemma":[0.00005505801,0.0002156906,0.002086071,0.02723669,0.0006467337,0.001934547,0.0001073179,0.0001549513,0.0002536338,0.001953026,0.9653147,0.00004152466],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003354921,0.9993486,0.00003953085,0.0002136243,0.0001629428,0.000003403932,0.00001457258,0.000002211738,0.000181461],"genre_scores_gemma":[0.0002829765,0.9991597,0.00006980634,0.0001909807,0.0001501124,0.00000526445,0.00002269544,6.64342e-7,0.0001178128],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003341908,"threshold_uncertainty_score":0.01025599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05264471447929605,"score_gpt":0.3001561854832855,"score_spread":0.2475114710039894,"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."}}