{"id":"W2941620410","doi":"10.18632/aging.101900","title":"Socioeconomic position, lifestyle habits and biomarkers of epigenetic aging: a multi-cohort analysis","year":2019,"lang":"en","type":"article","venue":"Aging","topic":"Epigenetics and DNA Methylation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":243,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Staatssekretariat für Bildung, Forschung und Innovation; Economic and Social Research Council; Tays; NordForsk; National Health and Medical Research Council; Emil Aaltosen Säätiö; Medical Research Council; Signe ja Ane Gyllenbergin Säätiö; Centre for Ageing Research and Development in Ireland; Juho Vainion Säätiö; Tampereen Tuberkuloosisäätiö; Office of the First Minister and Deputy First Minister; Kela; Suomen Kulttuurirahasto; ZonMw; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Queen's University; Cancer Council Victoria; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Erasmus Medisch Centrum; Health and Social Care Research and Development Division; Paavo Nurmen Säätiö; Public Health Agency; European Commission; National Institute for Health and Care Research; United Kingdom Clinical Research Collaboration; Agence Nationale de la Recherche; Comisión Nacional de Investigación Científica y Tecnológica; Wellcome Trust; Foundation for Cardiovascular Research; Yrjö Jahnssonin Säätiö; Sydäntutkimussäätiö; Atlantic Philanthropies; Academy of Finland; National Institute of Environmental Health Sciences; Queen's University Belfast; Imperial College London; Diabetesliitto; National Science Foundation","keywords":"Socioeconomic status; Cohort; Epigenetics; Gerontology; Cohort study; Demography; Medicine; Environmental health; Biology; Internal medicine; Sociology; Genetics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002382317,0.0001016658,0.0001665841,0.0001098124,0.00004173069,0.00001608877,0.00007395061,0.00007562387,0.00002186842],"category_scores_gemma":[0.00001475448,0.000109604,0.0000972399,0.00009574028,0.00004406072,0.000003889723,0.00006177371,0.00003464407,0.000008413233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001050062,"about_ca_system_score_gemma":0.00002608385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007094226,"about_ca_topic_score_gemma":0.00004287923,"domain_scores_codex":[0.9992495,0.00004556586,0.0002061574,0.0002962767,0.00005914308,0.0001433168],"domain_scores_gemma":[0.9995238,0.00001721036,0.0001113893,0.0002426095,0.00005258367,0.00005236793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003528383,0.00001308258,0.6316942,0.00001287171,0.000311905,2.30026e-7,0.00004746291,0.0003103933,0.3669749,0.000008455911,0.000005015608,0.0006179112],"study_design_scores_gemma":[0.0003468858,0.00005745384,0.7147786,0.000008227496,0.0001960233,8.174359e-7,0.00005648199,0.001933813,0.2821946,0.00004015329,0.000240491,0.0001464575],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992761,0.002633185,0.004040639,0.00008881611,0.00005644374,0.0001376419,0.000007850783,0.000005931452,0.0002685482],"genre_scores_gemma":[0.9973761,0.000368362,0.001889862,0.00005816335,0.00003514834,0.000005376928,0.0000877583,0.00001381496,0.0001654405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08478034,"threshold_uncertainty_score":0.4469522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005422092296473227,"score_gpt":0.2456994833791881,"score_spread":0.2402773910827149,"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."}}