Measurement error in a multi-level analysis of air pollution and health: a simulation study

Environmental Health : a Global Access Science Source
Barbara K ButlandKlea Katsouyanni

Abstract

Spatio-temporal models are increasingly being used to predict exposure to ambient outdoor air pollution at high spatial resolution for inclusion in epidemiological analyses of air pollution and health. Measurement error in these predictions can nevertheless have impacts on health effect estimation. Using statistical simulation we aim to investigate the effects of such error within a multi-level model analysis of long and short-term pollutant exposure and health. Our study was based on a theoretical sample of 1000 geographical sites within Greater London. Simulations of "true" site-specific daily mean and 5-year mean NO2 and PM10 concentrations, incorporating both temporal variation and spatial covariance, were informed by an analysis of daily measurements over the period 2009-2013 from fixed location urban background monitors in the London area. In the context of a multi-level single-pollutant Poisson regression analysis of mortality, we investigated scenarios in which we specified: the Pearson correlation between modelled and "true" data and the ratio of their variances (model versus "true") and assumed these parameters were the same spatially and temporally. In general, health effect estimates associated with both long and sh...Continue Reading

References

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Citations

Feb 25, 2021·Environmental Health : a Global Access Science Source·Yaguang WeiJoel Schwartz
Jun 5, 2021·The European Respiratory Journal·Shuo LiuZorana Jovanovic Andersen

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