Communicating more clearly about deaths caused by air pollution

AQLI (Air Quality Life Index) Bareinboim, 2013, Causal transportability with limited experiments, 95 Barnett, 2014, The MVGC multivariate Granger causality toolbox: a new approach to Granger-causal inference, J. Neurosci. Methods, 223, 50, 10.1016/j.jneumeth.2013.10.018 Behi, 1996, Causality and control: threats to internal validity, Br. J. Nurs., 5, 374, 10.12968/bjon.1996.5.6.374 Bärnighausen, 2017, Quasi-experimental study designs series-paper 4: uses and value, J. Clin. Epidemiol., 89, 21, 10.1016/j.jclinepi.2017.03.012 Campbell, 1963 Cevallos, 2017, Particulate matter air pollution from the city of Quito, Ecuador, activates inflammatory signaling pathways in vitro, Innate Immun., 23, 392, 10.1177/1753425917699864 Clancy, 2002, Effect of air-pollution control on death rates in Dublin, Ireland: an intervention study, Lancet., 360, 1210, 10.1016/S0140-6736(02)11281-5 Cox, 2018, Modernizing the Bradford Hill criteria for assessing causal relationships in observational data, Crit. Rev. Toxicol., 1 Dominici, 2014, Science and regulation. Particulate matter matters, Science., 344, 257, 10.1126/science.1247348 Du, 2018, Air pollution is associated with the development of atherosclerosis via the cooperation of CD36 and NLRP3 inflammasome in ApoE−/− mice, Toxicol. Lett., 290, 123, 10.1016/j.toxlet.2018.03.022 Dumas-Mallet, 2017, Poor replication validity of biomedical association studies reported by newspapers, PLoS One, 12, 10.1371/journal.pone.0172650 Galles, 1998, An axiomatic characterization of causal counterfactuals, Found. Sci., 3, 151, 10.1023/A:1009602825894 Giannadaki, 2016, Implementing the US air quality standard for PM2.5 worldwide can prevent millions of premature deaths per year, Environ. Health, 15, 88, 10.1186/s12940-016-0170-8 Glass, 2013, Causal inference in public health, Annu. Rev. Public Health, 34, 61, 10.1146/annurev-publhealth-031811-124606 Granger, 1969, Investigating causal relations by econometric models and cross-spectral methods, Econometrica., 37, 424, 10.2307/1912791 Harvard School of Public Health Health Effects Institute (HEI) Heinze-Deml Hernán, 2008, Does obesity shorten life? The importance of well-defined interventions to answer causal questions, Int. J. Obes., 32, S8, 10.1038/ijo.2008.82 Hernán, 2011, On compound treatments and transportability of causal inference, Epidemiology, 22, 368, 10.1097/EDE.0b013e3182109296 Höfler, 2005, The Bradford Hill considerations on causality: a counterfactual perspective, Emerg. Themes Epidemiol., 2, 11, 10.1186/1742-7622-2-11 Imai, 2011, Unpacking the black box of causality: learning about causal mechanisms from experimental and observational studies, Am. Polit. Sci. Rev., 105, 10.1017/S0003055411000414 Ireland EPA Keele, 2015, Identifying mechanisms behind policy interventions via causal mediation analysis, J. Policy Anal. Manag., 34, 937, 10.1002/pam.21853 Kelly Kleinberg, 2011, A review of causal inference for biomedical informatics, J. Biomed. Inform., 44, 1102, 10.1016/j.jbi.2011.07.001 Li, 2017, Causal decision trees, IEEE Trans. Knowl. Data Eng., 29, 257, 10.1109/TKDE.2016.2619350 Lo, 2017, Burden of disease attributable to ambient fine particulate matter exposure in Taiwan, J. Formos. Med. Assoc., 116, 32, 10.1016/j.jfma.2015.12.007 Lok, 2017, Mimicking counterfactual outcomes to estimate causal effects, Ann. Stat., 45, 461, 10.1214/15-AOS1433 Lee, 2013, m-Transportability: transportability of a causal effect from multiple environments Menzies, 2012, The causal structure of mechanisms, Stud. Hist. Phil. Biol. Biomed. Sci., 43, 796, 10.1016/j.shpsc.2012.05.008 Murray, 2013, Measuring the global burden of disease, N. Engl. J. Med., 369, 448, 10.1056/NEJMra1201534 Papana, 2017, Assessment of resampling methods for causality testing: a note on the US inflation behavior, PLoS One, 12, 10.1371/journal.pone.0180852 Pearl, 2001, Direct and indirect effects, 411 Pearl, 2009, Causal inference in statistics: an overview, Stat. Surv., 3, 96, 10.1214/09-SS057 Peters, 2016, Causal inference by using invariant prediction: identification and confidence intervals, J. R. Stat. Soc. Ser. B, 78, 947, 10.1111/rssb.12167 Petersen, 2006, Estimation of direct causal effects, Epidemiology, 17, 276, 10.1097/01.ede.0000208475.99429.2d Petitti, 1991, Associations are not effects, Am. J. Epidemiol., 133, 101, 10.1093/oxfordjournals.aje.a115848 Prüss-Üstün, 2003, Introduction and Methods: Assessing the Environmental Burden of Disease at National and Local Levels Robins, 1992, Identifiability and exchangeability for direct and indirect effects, Epidemiology, 3, 143, 10.1097/00001648-199203000-00013 Schwartz, 2011, Transportability and causal generalization, Epidemiology, 22, 745, 10.1097/EDE.0b013e3182254b8f Simon, 1953, Causal ordering and identifiability, vol. no. 14, 49 Simon, 1988, Causal ordering, comparative statics, and near decomposability, J. Econ., 39, 149, 10.1016/0304-4076(88)90043-7 Spirtes, 2010, Introduction to causal inference, J. Mach. Learn. Res., 11, 1643 Suppes, 1970 Tchetgen Tchetgen, 2014, Bounds for pure direct effect, Epidemiology., 25, 775, 10.1097/EDE.0000000000000154 Thistlethwaite, 1960, Regression-discontinuity analysis: an alternative to the ex post facto experiment, J. Educ. Psychol., 51, 309, 10.1037/h0044319 VanderWeele, 2011, Controlled direct and mediated effects: definition, identification and bounds, Scand Stat Theory Appl., 38, 551 Voortman, 2010, Learning causal models that make correct manipulation predictions with time series data, Proc. Mach. Learn. Res., 6, 257 Wittmaack, 2007, The big ban on bituminous coal sales revisited: serious epidemics and pronounced trends feign excess mortality previously attributed to heavy black-smoke exposure, Inhal. Toxicol., 19, 343, 10.1080/08958370601144340 Xin, 2018, 1,25-Dihydroxy vitamin D3 attenuates the oxidative stress-mediated inflammation induced by PM2.5 via the p38/NF-κB/NLRP3 pathway, Inflammation Xu, 2018, Effects on IL-1β signaling activation induced by water and organic extracts of fine particulate matter (PM2.5) in vitro, Environ. Pollut., 237, 592, 10.1016/j.envpol.2018.02.086 Zheng, 2018, NLRP3 inflammasome activation and lung fibrosis caused by airborne fine particulate matter, Ecotoxicol. Environ. Saf., 163, 612, 10.1016/j.ecoenv.2018.07.076 Zhou, 2015, Smog episodes, fine particulate pollution and mortality in China, Environ. Res., 136, 396, 10.1016/j.envres.2014.09.038 Zigler, 2014, Point: clarifying policy evidence with potential-outcomes thinking—beyond exposure-response estimation in air pollution epidemiology, Am. J. Epidemiol., 180, 1133, 10.1093/aje/kwu263 Zu, 2016, Long-range fine particulate matter from the 2002 Quebec forest fires and daily mortality in Greater Boston and New York City, Air Qual. Atmos. Health, 9, 213, 10.1007/s11869-015-0332-9 Wiener, 1956, The theory of prediction, 1 Hoover, 2012, Causal structure and hierarchies of models, Stud Hist Phil Biol Biomed Sci, 43, 778, 10.1016/j.shpsc.2012.05.007