{"id":"W4284988244","doi":"10.1016/s2542-5196(22)00122-x","title":"Estimates, trends, and drivers of the global burden of type 2 diabetes attributable to PM2·5 air pollution, 1990–2019: an analysis of data from the Global Burden of Disease Study 2019","year":2022,"lang":"en","type":"article","venue":"The Lancet Planetary Health","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":226,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Daiichi Sankyo Europe; Faculty of Medicine and Health, University of Sydney; Centre for Heart Rhythm Disorders, University of Adelaide; Instituto de Salud Carlos III; Menzies Centre for Australian Studies, King's College London, University of London; Medical Research Council; Universidad de Ciencias Aplicadas y Ambientales; George Institute for Global Health; Western Sydney University; Central University of Kerala; University Of Nigeria Nsukka; National Center of Neurology and Psychiatry; Wuhan University; Universitair Medisch Centrum Groningen; Novo Nordisk; La Trobe University; Georg-August-Universität Göttingen; Idorsia Pharmaceuticals; Wuhan University of Science and Technology; Institute for Health Metrics and Evaluation; Kosin University; Alborz University of Medical Sciences; Ain Shams University; International Centre for Diarrhoeal Disease Research, Bangladesh; Danone; Rijksuniversiteit Groningen; Nanyang Technological University; National Institute for Health and Care Research; Chest Research Foundation; Swedish Orphan Biovitrum; Astellas Pharma; Fresenius Medical Care North America; American Association for the Study of Liver Diseases; Iran University of Medical Sciences; Society for Surgery of the Alimentary Tract; McMaster University; Universitat de València; University College London; Wellcome Trust; National Institutes of Health; University of Hull; Lilly Deutschland; Federation University Australia; Bill and Melinda Gates Foundation; University of Washington; Mashhad University of Medical Sciences; Università di Bologna; AstraZeneca; Lee Kong Chian School of Medicine, Nanyang Technological University; Amarin Corporation; University of New South Wales; Alexion Pharmaceuticals; King Saud University; Teva Pharmaceutical Industries; King's College London; Amicus Therapeutics; Department of Biotechnology, Ministry of Science and Technology, India; Case Western Reserve University; Sanofi; University of Central Florida; GlaxoSmithKline; Shahid Beheshti University of Medical Sciences; Novartis Pharma; Uniwersytet Jagielloński Collegium Medicum; Eli Lilly and Company; Taipei Medical University; International Society for Infectious Diseases; Universitas Negeri Semarang; Amgen","keywords":"Attributable risk; Medicine; Environmental health; Type 2 diabetes; Population; Incidence (geometry); Relative risk; Disease burden; Confidence interval; Demography; Air pollution; Epidemiology; Cohort study; Diabetes mellitus; Internal medicine; Mathematics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00147799,0.0001369559,0.0006082461,0.00002596212,0.0002889893,0.000005571098,0.001318316,0.0000244251,0.0004203401],"category_scores_gemma":[0.00006990533,0.00008243236,0.00004021747,0.001131772,0.0002507447,0.0001294577,0.0008281881,0.0001276222,0.000003757723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001705801,"about_ca_system_score_gemma":0.0001701556,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2178907,"about_ca_topic_score_gemma":0.01060565,"domain_scores_codex":[0.9975336,0.0007033931,0.0004747333,0.0003119334,0.0006113083,0.0003649934],"domain_scores_gemma":[0.9978079,0.0001838317,0.0004449933,0.001326016,0.00001181355,0.0002254331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003083599,0.0001219473,0.7725901,0.00003368809,0.0001809733,3.978436e-7,0.001391863,0.206212,0.000004214457,0.00004053647,0.01804588,0.001069993],"study_design_scores_gemma":[0.0003888841,0.0004877846,0.9813358,0.00001863639,0.0003632531,3.537546e-7,0.00114907,0.01381453,0.000001178035,0.0002612029,0.002104273,0.00007499562],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9343453,0.00121214,0.000009133375,0.02224304,0.00007051698,0.0004320759,0.04164056,0.00001020698,0.00003700646],"genre_scores_gemma":[0.9961757,0.0001426987,0.0002032124,0.001782587,0.00004831942,0.000002307334,0.001629068,0.000004051992,0.0000120295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2087457,"threshold_uncertainty_score":0.7873175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05410220779021348,"score_gpt":0.3337908956091749,"score_spread":0.2796886878189614,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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