Bayesian analysis and mapping of mortality rates for chronic obstructive pulmonary disease

被引:0
|
作者
Nandram, B [1 ]
Sedransk, J
Pickle, LW
机构
[1] Worcester Polytech Inst, Dept Math Sci, Worcester, MA 01609 USA
[2] Case Western Reserve Univ, Dept Stat, Cleveland, OH 44106 USA
[3] NCI, Div Canc Control & populat Sci, Bethesda, MD 20892 USA
关键词
diagnostics for nonlinear Bayes models; disease mapping; hierarchical models; mortality modelling; Poisson distribution;
D O I
暂无
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
This article summarizes our research on estimation of age-specific and age-adjusted mortality rates for chronic obstructive pulmonary disease (COPD) fur white males. Our objectives are more precise and informative displays (than previously available) of geographic variation of the age-specific mortality rates for COPD, and investigation of the relationships between the geographic variation in mortality rates and the corresponding variation in selected covariates. For a given age class, our estimates are displayed in a choropleth map of mean rates. We develop a variation map that identifies the geographical areas where inferences are reliable. Hers, the variation is measured by considering a set of maps produced using samples from the posterior distribution of the population mortality rates. Finally, we describe the spatial patterns in the age-specific maps and relate these to patterns in potential explanatory covariates such as smoking rate, annual rainfall, population density, elevation, and measures of air quality.
引用
收藏
页码:1110 / 1118
页数:9
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