{"id":"W4401064170","doi":"10.1186/s12916-024-03513-w","title":"Unveiling the epigenetic impact of vegan vs. omnivorous diets on aging: insights from the Twins Nutrition Study (TwiNS)","year":2024,"lang":"en","type":"article","venue":"BMC Medicine","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental Science","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cytodiagnostics (Canada)","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Institute on Aging","keywords":"Epigenetics; DNA methylation; Medicine; dNaM; Epigenome; Vegan Diet; Methylation; Bioinformatics; Physiology; Genetics; Internal medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006040602,0.000194478,0.0002669608,0.000301143,0.0003538485,0.0003657361,0.0001310947,0.0002374353,0.0007034423],"category_scores_gemma":[0.0008768014,0.0001262359,0.0003754989,0.0002651969,0.0001843727,0.0001141439,0.0004908455,0.0003000179,0.00006179422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001799815,"about_ca_system_score_gemma":0.0002012469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005082838,"about_ca_topic_score_gemma":0.01137795,"domain_scores_codex":[0.9998037,0.00007904587,0.00001435465,0.00005435646,0.00002620959,0.00002235118],"domain_scores_gemma":[0.9997749,0.0000364291,0.00006241007,0.00004546509,0.00003784128,0.00004291947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005046073,0.0002223337,0.919672,0.0002282335,0.00163255,0.0003469564,0.001279666,0.0001844541,0.04272524,0.0005632469,0.0008489362,0.02725038],"study_design_scores_gemma":[0.00002185957,0.0003288381,0.9954948,0.0000242689,0.0003743447,0.0002799605,0.0002979706,0.0001390731,0.001692237,0.0001897811,0.001148858,0.000007988294],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981129,0.0005436287,0.0005218532,0.00005446284,0.00001376571,0.0000107883,0.0003872906,0.000002570522,0.0003526776],"genre_scores_gemma":[0.9972742,0.0003548192,0.00132908,0.00007856509,0.000008129285,0.00002424039,0.0004309245,0.000006640113,0.0004934636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005082838,"threshold_uncertainty_score":0.0101065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01794497945178153,"score_gpt":0.2836629129701033,"score_spread":0.2657179335183218,"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."}}