{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01002655,0.0007635835,0.003524025,0.0003300879,0.0003201552,0.00005805327,0.0007210408,0.0001848816,0.0002583902],"category_scores_gemma":[0.001308337,0.0004784871,0.003448135,0.001747766,0.0002489546,0.0001330846,0.0004011837,0.001989963,0.00002516468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00108569,"about_ca_system_score_gemma":0.000627994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008006012,"about_ca_topic_score_gemma":0.00004830283,"domain_scores_codex":[0.9836068,0.01107283,0.002714988,0.0006827709,0.001310961,0.0006116474],"domain_scores_gemma":[0.9939961,0.001480215,0.002811352,0.001080013,0.0004361722,0.0001961206],"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":[0.00008939303,0.0002817664,0.01860614,0.008355393,0.004527578,0.0001960597,0.0005237763,0.00002955756,0.0002589071,0.00003153084,0.9467156,0.02038433],"study_design_scores_gemma":[0.001686934,0.000314171,0.007042136,0.04463844,0.003143036,0.0003828915,0.0009032281,0.000006252449,0.000002153911,0.000004583629,0.9415461,0.0003300501],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000251464,0.8873183,0.00007030769,0.1089157,0.0004857955,0.002569486,0.00007525773,0.00004352546,0.0002702443],"genre_scores_gemma":[0.01415604,0.9560362,0.02363744,0.00366514,0.001592794,0.0000619869,0.0002774276,0.0004482628,0.0001246714],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1052505,"threshold_uncertainty_score":0.9997667,"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."}}