{"id":"W4313236756","doi":"10.1016/j.envpol.2022.120942","title":"PM2.5 and constituent component impacts on global DNA methylation in patients with idiopathic pulmonary fibrosis","year":2022,"lang":"en","type":"article","venue":"Environmental Pollution","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; Vancouver Coastal Health; St. Paul's Hospital; Vancouver Coastal Health Research Institute; University of British Columbia","funders":"Boehringer Ingelheim; Pulmonary Fibrosis Foundation","keywords":"dNaM; Idiopathic pulmonary fibrosis; Medicine; Internal medicine; Biomarker; Proportional hazards model; Pulmonary fibrosis; DNA methylation; Lung; 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":[0.0001863252,0.0003187651,0.0004870656,0.0003591293,0.0003040385,0.0004562039,0.0002439277,0.0004662652,0.001956997],"category_scores_gemma":[0.0007089566,0.0001963033,0.0004623717,0.0005876424,0.0001658405,0.0002714917,0.0003050132,0.0004455887,0.0002147364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002287323,"about_ca_system_score_gemma":0.0001591111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003669091,"about_ca_topic_score_gemma":0.003917072,"domain_scores_codex":[0.9998062,0.0000422716,0.00001857462,0.00006263635,0.00002869808,0.00004151388],"domain_scores_gemma":[0.9997107,0.00007516963,0.00009497439,0.00002074597,0.0000453729,0.00005296375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001307374,0.00005379485,0.9896938,0.00003664273,0.0002976269,0.0001643859,0.0001397766,0.00008762264,0.003538567,0.00002096116,0.0001396901,0.004519689],"study_design_scores_gemma":[0.000005338849,0.00009492802,0.9990645,0.00000297324,0.00009692078,0.0001440061,0.00009740808,0.0001118047,0.0001901049,0.00002776432,0.0001614471,0.000002781538],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980592,0.0008193068,0.0001170216,0.00008104905,0.0000128255,0.000003538655,0.0003947159,0.000008542442,0.0005037343],"genre_scores_gemma":[0.9993504,0.00008166047,0.0000394763,0.00002609582,0.00001059198,0.000002524637,0.0001680118,0.000002504964,0.0003186587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003669091,"threshold_uncertainty_score":0.00729543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004288570244892839,"score_gpt":0.1991778372917486,"score_spread":0.1948892670468557,"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."}}