{"id":"W4296717752","doi":"10.2139/ssrn.4204633","title":"PM &lt;sub&gt;2.5&lt;/sub&gt; and Constituent Component Impacts on Global DNA Methylation in Patients with Idiopathic Pulmonary Fibrosis","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; University of British Columbia","funders":"","keywords":"Idiopathic pulmonary fibrosis; dNaM; Pulmonary fibrosis; Biomarker; Proportional hazards model; Lung; Interstitial lung disease; Fibrosis","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":[0.0001365596,0.0002507494,0.0003698982,0.0002559859,0.0001957068,0.0003709074,0.0001782791,0.0002999645,0.005694508],"category_scores_gemma":[0.0005319488,0.0001454571,0.0003498653,0.000416946,0.0001256317,0.0002062511,0.0002150882,0.0003942053,0.0006199902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001512267,"about_ca_system_score_gemma":0.0001242485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002009471,"about_ca_topic_score_gemma":0.003639092,"domain_scores_codex":[0.9999064,0.00002330925,0.00000887303,0.0000283237,0.00001514881,0.00001793431],"domain_scores_gemma":[0.9998337,0.0000496721,0.00004945821,0.00001617279,0.00001942387,0.00003152826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01036,0.000231338,0.8371928,0.0002235786,0.001026197,0.0003806982,0.0004452663,0.0009313946,0.07721287,0.0004195271,0.001928295,0.06964809],"study_design_scores_gemma":[0.00003577139,0.0003939774,0.9940024,0.0000162758,0.0003724504,0.000317385,0.0001684769,0.0008995637,0.002208148,0.0003541732,0.001221715,0.000009663475],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969578,0.0009719328,0.0002931065,0.0001391585,0.00001828354,0.000004026684,0.0006188203,0.00002767258,0.0009692087],"genre_scores_gemma":[0.9980831,0.0001371442,0.0001954558,0.00004129187,0.000009757339,0.000004656083,0.0003081142,0.00002241045,0.001198135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005694508,"threshold_uncertainty_score":0.01905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004609442411055745,"score_gpt":0.2150119062296663,"score_spread":0.2104024638186106,"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."}}