{"id":"W4405655432","doi":"10.1093/eep/dvae025","title":"Air pollution exposure is associated with gene expression in children","year":2024,"lang":"en","type":"article","venue":"Current Zoology","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada Research Chairs; University of Toronto","funders":"Medical Research Council; School of Law, University of Virginia; ZonMw; European Commission; Centres de Recerca de Catalunya; Ministerio de Ciencia e Innovación; Wellcome Trust; Erasmus Universiteit Rotterdam; University of Bristol; Generalitat de Catalunya; School of Law","keywords":"Air pollution; Expression (computer science); Environmental health; Pollution; Biology; Computational biology; Environmental science; Genetics; Environmental planning; Ecology; Computer science; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002495612,0.00009987303,0.0001246672,0.0000493566,0.00006562035,0.000008726656,0.00009599372,0.0001048859,0.0008070677],"category_scores_gemma":[0.00003272681,0.00007793643,0.00002247008,0.0002386891,0.0001014099,0.0001426529,0.00006754668,0.0002378176,0.0003516276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002189579,"about_ca_system_score_gemma":0.00003009197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008231126,"about_ca_topic_score_gemma":0.0001190292,"domain_scores_codex":[0.9989733,0.000122323,0.0001686231,0.0002743962,0.0001512351,0.0003101334],"domain_scores_gemma":[0.9997128,0.00002822424,0.00004110768,0.0001231803,0.000002727403,0.00009197438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004318491,0.000238379,0.9271055,0.00002751956,0.00001390052,0.00001238906,0.002055891,0.0005772595,0.001027443,0.0001161194,0.0292459,0.03953651],"study_design_scores_gemma":[0.0003142711,0.0001474001,0.9937147,0.0001011119,0.000007642622,0.00001321016,0.00001476281,0.0002972089,0.0009496037,0.0005004927,0.003824405,0.0001151326],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946278,0.001242458,0.0005909924,0.00272179,0.0002637618,0.0001893518,0.00002469114,0.00006974774,0.0002694567],"genre_scores_gemma":[0.998467,0.000099336,0.0001186958,0.001084272,0.00005112644,0.00001409226,0.00004177998,0.000008831267,0.0001148971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06660925,"threshold_uncertainty_score":0.8836825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02822601490212587,"score_gpt":0.3025394844267051,"score_spread":0.2743134695245792,"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."}}