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DOI10.1214/14-AOAS754
MODELING THE EFFECT OF TEMPERATURE ON OZONE-RELATED MORTALITY
Wilson, Ander1; Rappold, Ana G.2; Neas, Lucas M.2; Reich, Brian J.1
发表日期2014-09-01
ISSN1932-6157
卷号8期号:3页码:1728-1749
英文摘要

Climate change is expected to alter the distribution of ambient ozone levels and temperatures which, in turn, may impact public health. Much research has focused on the effect of short-term ozone exposures on mortality and morbidity while controlling for temperature as a confounder, but less is known about the joint effects of ozone and temperature. The extent of the health effects of changing ozone levels and temperatures will depend on whether these effects are additive or synergistic. In this paper we propose a spatial, semi-parametric model to estimate the joint ozone-temperature risk surfaces in 95 US urban areas. Our methodology restricts the ozone-temperature risk surfaces to be monotone in ozone and allows for both nonadditive and nonlinear effects of ozone and temperature. We use data from the National Mortality and Morbidity Air Pollution Study (NMMAPS) and show that the proposed model fits the data better than additive linear and nonlinear models. We then examine the synergistic effect of ozone and temperature both nationally and locally and find evidence of a nonlinear ozone effect and an ozone-temperature interaction at higher temperatures and ozone concentrations.


英文关键词Air pollution;monotone regression;mortality;ozone-temperature interaction;semi-parametric regression;spatial modeling
语种英语
WOS记录号WOS:000347529300019
来源期刊ANNALS OF APPLIED STATISTICS
来源机构美国环保署
文献类型期刊论文
条目标识符http://gcip.llas.ac.cn/handle/2XKMVOVA/58228
作者单位1.N Carolina State Univ, Dept Stat, Raleigh, NC 27695 USA;
2.US EPA, Environm Publ Hlth Div, Chapel Hill, NC 27599 USA
推荐引用方式
GB/T 7714
Wilson, Ander,Rappold, Ana G.,Neas, Lucas M.,et al. MODELING THE EFFECT OF TEMPERATURE ON OZONE-RELATED MORTALITY[J]. 美国环保署,2014,8(3):1728-1749.
APA Wilson, Ander,Rappold, Ana G.,Neas, Lucas M.,&Reich, Brian J..(2014).MODELING THE EFFECT OF TEMPERATURE ON OZONE-RELATED MORTALITY.ANNALS OF APPLIED STATISTICS,8(3),1728-1749.
MLA Wilson, Ander,et al."MODELING THE EFFECT OF TEMPERATURE ON OZONE-RELATED MORTALITY".ANNALS OF APPLIED STATISTICS 8.3(2014):1728-1749.
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