{"id":"W4221036244","doi":"10.1002/ejhf.2493","title":"Cardiac remodelling – Part 1: From cells and tissues to circulating biomarkers. A review from the Study Group on Biomarkers of the Heart Failure Association of the European Society of Cardiology","year":2022,"lang":"en","type":"review","venue":"European Journal of Heart Failure","topic":"Cardiac Fibrosis and Remodeling","field":"Medicine","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada); Montreal Heart Institute","funders":"Relypsa; European Regional Development Fund; National Medical Research Council; Abbott Vascular; Servier; Universitair Medisch Centrum Groningen; Medical Research Council; Leids Universitair Medisch Centrum; MyoKardia; Novo Nordisk; Idorsia Pharmaceuticals; Karolinska Institutet; Horizon 2020 Framework Programme; Stockholms Läns Landsting; Health Research Council of New Zealand; Universiteit Leiden; Deutsche Forschungsgemeinschaft; National Heart Foundation of New Zealand; Fondation Leducq; Vetenskapsrådet; Fresenius Medical Care North America; Cytokinetics; Amicus Therapeutics; Ionis Pharmaceuticals; Instituto de Salud Carlos III; Amgen; European Society of Cardiology; Boston Scientific Corporation; Edwards Lifesciences; Bayer HealthCare; European Commission; Sanofi; Ministerio de Ciencia, Innovación y Universidades; AstraZeneca; Pfizer","keywords":"Medicine; Heart failure; Vascular remodelling in the embryo; Ventricle; Ventricular remodeling; Internal medicine; Cardiology; Biomarker; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.00925155,0.0004793452,0.003268396,0.00008785552,0.0002747856,0.0000324012,0.0005807304,0.0001110781,0.00002471476],"category_scores_gemma":[0.0004466038,0.0002442583,0.003425431,0.0006299852,0.0001281374,0.00005294772,0.0005306204,0.001260087,0.000003651244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001710202,"about_ca_system_score_gemma":0.0001828719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007488699,"about_ca_topic_score_gemma":0.000003550556,"domain_scores_codex":[0.9852591,0.01060693,0.002190846,0.0004834893,0.00115904,0.0003006426],"domain_scores_gemma":[0.9947889,0.001164998,0.002562126,0.001067483,0.0002878212,0.0001286306],"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":[0.0002246615,0.0004159203,0.02154931,0.01834336,0.02524095,0.00004615843,0.005348035,0.001178023,0.01037382,0.000003626012,0.7587258,0.1585504],"study_design_scores_gemma":[0.000506081,0.0003115644,0.00419611,0.04184473,0.004929471,0.00004777615,0.001127656,0.00001143843,0.00001853944,0.000001489572,0.9467957,0.0002094182],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009542516,0.982258,0.00003035548,0.004353329,0.001030332,0.002156327,0.0004304287,0.00001148135,0.0001872718],"genre_scores_gemma":[0.01813588,0.9771918,0.002461895,0.0004654802,0.001485989,0.000005504373,0.00004469913,0.0001786597,0.0000301138],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.18807,"threshold_uncertainty_score":0.9960564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03888044544015026,"score_gpt":0.2814340953866018,"score_spread":0.2425536499464515,"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."}}