{"id":"W3021676066","doi":"10.1136/thoraxjnl-2019-213407","title":"Occupational exposure to inhaled pollutants and risk of airflow obstruction: a large UK population-based UK Biobank cohort","year":2020,"lang":"en","type":"article","venue":"Thorax","topic":"Indoor Air Quality and Microbial Exposure","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"Medical Research Council; Health and Safety Executive","keywords":"Medicine; Job-exposure matrix; Environmental health; Cohort; Cohort study; Population; COPD; Poisson regression; Air pollutants; Occupational exposure; Pollutant; Exposure assessment; Risk assessment; Air pollution; Internal 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001523873,0.0004970377,0.0008843194,0.0009787533,0.0007868179,0.001107389,0.0007181831,0.0009354977,0.002892523],"category_scores_gemma":[0.003212796,0.0007409006,0.0007668908,0.001786891,0.0005170425,0.0007019971,0.001569719,0.0007985652,0.0009312322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001010856,"about_ca_system_score_gemma":0.0007654961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04660536,"about_ca_topic_score_gemma":0.03501979,"domain_scores_codex":[0.9986954,0.0003582189,0.0001844483,0.0004060396,0.0002173313,0.0001386805],"domain_scores_gemma":[0.9979898,0.0002661514,0.0006779814,0.0004741761,0.0003245235,0.0002673929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006618307,0.000112088,0.9910222,0.0001264748,0.0002943586,0.0007390504,0.001006627,0.00009613067,0.001223468,0.00005678871,0.001968843,0.002692091],"study_design_scores_gemma":[0.00009763753,0.0001681735,0.9973547,0.0000546574,0.0001184757,0.0006972581,0.0003013988,0.0001284524,0.00006182618,0.00002614931,0.0009755334,0.00001570429],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930018,0.0005503042,0.0003836743,0.000146124,0.00001668449,0.0001277082,0.005299151,0.00001165643,0.0004628669],"genre_scores_gemma":[0.9938993,0.0005162635,0.0006159709,0.0002001217,0.00002694145,0.000304174,0.003738352,0.000009734105,0.0006890864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04660536,"threshold_uncertainty_score":0.09266818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01235265826942181,"score_gpt":0.2437761529667567,"score_spread":0.2314234946973349,"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."}}