{"id":"W4410168924","doi":"10.1093/eurheartj/ehaf314","title":"Clinical staging to guide management of metabolic disorders and their sequelae: a European Atherosclerosis Society consensus statement","year":2025,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Diet and metabolism studies","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Toronto; Hamilton Health Sciences; Ted Rogers Centre for Heart Research; McMaster University; Population Health Research Institute","funders":"Daiichi Sankyo Europe; Duke Clinical Research Institute; National Heart, Lung, and Blood Institute; Belvoir Media Group; Biomedical Research Council; Medical Research Council; Canadian Institutes of Health Research; Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement; Silence Therapeutics; Fondation Leducq; Türk Kardiyoloji Derneği; Idorsia Pharmaceuticals; European Association for the Study of Diabetes; Imperial College London; University of Toronto; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Ultragenyx Pharmaceutical; ZonMw; University College London; HLS Therapeutics; Novo Nordisk; MyoKardia; Ironwood Pharmaceuticals, Incorporated; Medicines Company; Alnylam Pharmaceuticals; AstraZeneca; Amarin Corporation; American Heart Association; Moderna; Tillotts Pharma; American Society of Nephrology; Universiteit Maastricht; Boston Scientific Corporation; Hellenic Atherosclerosis Society; National Medical Research Council; Amryt Pharma; Kowa Company; Esperion Therapeutics; Cytokinetics; Brigham and Women's Hospital; Pfizer; Amgen; Sanofi; European Atherosclerosis Society; Abbott Laboratories; CSL Behring; Bristol-Myers Squibb; Eli Lilly and Company; Regeneron Pharmaceuticals","keywords":"Medicine; Consensus conference; Statement (logic); Intensive care medicine; Internal medicine; Law","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":[0.02188366,0.00188152,0.002666408,0.006304439,0.001561395,0.003496102,0.00600634,0.005594329,0.003958884],"category_scores_gemma":[0.0259253,0.0006894082,0.003275483,0.003349995,0.002031352,0.004124129,0.004369083,0.00889806,0.004435468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003497472,"about_ca_system_score_gemma":0.01264144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007153886,"about_ca_topic_score_gemma":0.01131514,"domain_scores_codex":[0.9931484,0.002210507,0.002028468,0.0004273134,0.001734436,0.0004509256],"domain_scores_gemma":[0.97799,0.004847088,0.001827786,0.0005215834,0.01298668,0.001826742],"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":[0.0001185936,0.0001532636,0.004664149,0.004531668,0.0001908439,0.0005714493,0.0006110479,0.0009980135,0.0006989365,0.01127248,0.4588902,0.5172995],"study_design_scores_gemma":[0.0001687327,0.0001466178,0.00953689,0.03333209,0.0004095099,0.002898295,0.001127572,0.001800342,0.0005481683,0.01715558,0.9327242,0.0001519135],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.004545572,0.4592843,0.06837317,0.3954585,0.03238916,0.002276169,0.003017747,0.001233105,0.0334223],"genre_scores_gemma":[0.04631355,0.4930917,0.2997596,0.08902454,0.02723608,0.005932406,0.01858796,0.0005906979,0.01946347],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02188366,"threshold_uncertainty_score":0.1157332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06032554542837898,"score_gpt":0.3689459678853897,"score_spread":0.3086204224570107,"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."}}