{"id":"W4392782122","doi":"10.1183/23120541.00093-2024","title":"Air pollution, lung function and mortality: survival and mediation analyses in UK Biobank","year":2024,"lang":"en","type":"article","venue":"ERJ Open Research","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"NIHR Leicester Biomedical Research Centre; Health and Safety Executive; University of Leicester; National Institute for Health and Care Research; National Institute for Health Research Health Protection Research Unit; Department of Health and Social Care; British Heart Foundation; Wellcome Trust","keywords":"Biobank; Medicine; Lung function; Mediation; Environmental health; Air pollution; Lung; Intensive care medicine; Internal medicine; Bioinformatics","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":[0.01754057,0.001072531,0.001646608,0.00215163,0.0009830499,0.001391426,0.002360698,0.001822639,0.007962658],"category_scores_gemma":[0.04940464,0.0009486037,0.002656977,0.006139241,0.001068959,0.001527649,0.004443405,0.001652997,0.0008705407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001677322,"about_ca_system_score_gemma":0.002106503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08779145,"about_ca_topic_score_gemma":0.05245356,"domain_scores_codex":[0.9802309,0.01467504,0.001176372,0.001740046,0.0009879927,0.001189645],"domain_scores_gemma":[0.9594792,0.02432634,0.008270627,0.00542193,0.001544382,0.000957564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002177018,0.0003716899,0.9750267,0.0004610478,0.00384627,0.00059214,0.001415784,0.00153841,0.0001512308,0.0005863055,0.005586902,0.008246413],"study_design_scores_gemma":[0.0006982072,0.0006072543,0.9839623,0.0002381862,0.002468728,0.0006042624,0.0007299331,0.005410992,0.0001229684,0.001166014,0.003900905,0.00009019584],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.967485,0.002884754,0.004064282,0.001113846,0.00007873619,0.00045699,0.02288521,0.0001177383,0.0009134511],"genre_scores_gemma":[0.983257,0.0005702592,0.003269885,0.0003451439,0.00006179845,0.001893848,0.009467104,0.00003386573,0.001101061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08779145,"threshold_uncertainty_score":0.1745609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3097239831462464,"score_gpt":0.5230417016435733,"score_spread":0.2133177184973269,"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."}}