{"id":"W4403097092","doi":"10.1183/13993003.01257-2024","title":"ERJ advances: epigenetic ageing and leveraging DNA methylation in chronic respiratory diseases","year":2024,"lang":"en","type":"article","venue":"European Respiratory Journal","topic":"Epigenetics and DNA Methylation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Epigenetics; Medicine; DNA methylation; Methylation; DNA; Genetics; Bioinformatics; Computational biology; Gene; Biology; Gene expression","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":[0.001021681,0.0005151279,0.0007917303,0.0009831323,0.0006379304,0.001997828,0.0007493186,0.001592175,0.07303933],"category_scores_gemma":[0.001918563,0.000206501,0.0006440835,0.0008215428,0.0004898328,0.001663526,0.001523037,0.002620115,0.01618933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006490416,"about_ca_system_score_gemma":0.0009168762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006031547,"about_ca_topic_score_gemma":0.001760248,"domain_scores_codex":[0.9995978,0.00008345987,0.00002992325,0.000071287,0.0001511521,0.00006642569],"domain_scores_gemma":[0.9991696,0.000234052,0.0001245616,0.00006013027,0.0002071271,0.0002045015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001009472,0.000153782,0.001859061,0.00651621,0.0002323242,0.0006359589,0.0003866933,0.0002710329,0.0390272,0.01602278,0.5518759,0.3820095],"study_design_scores_gemma":[0.00004678069,0.0002096511,0.004229811,0.0009453994,0.0001068876,0.0006897001,0.0001733402,0.0001084457,0.009294087,0.006820782,0.9773405,0.00003458573],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02127093,0.5765605,0.01064514,0.1788097,0.08143616,0.0002985284,0.01521161,0.002178467,0.113589],"genre_scores_gemma":[0.1381732,0.5178511,0.007933096,0.04754795,0.06382319,0.000227502,0.01300759,0.0009345782,0.2105017],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.07303933,"threshold_uncertainty_score":0.2443409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02194051322034731,"score_gpt":0.2864787247553782,"score_spread":0.2645382115350309,"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."}}