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An Introduction to Epidemiologic and Statistical Methods Useful in Environmental Epidemiology

机译:环境流行病学中流行病学和统计方法简介

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Many developments in the design and analysis of environmental epidemiology have been made in air pollution studies. In the analysis of the short-term effects of particulate matter on daily mortality, Poisson regression models with flexible smoothing methods have been developed for the analysis of time-series data. Another option for such studies is the use of case–crossover designs, and there have been extensive discussions on the selection of control periods. In the Study on Respiratory Disease and Automobile Exhaust project conducted by the Japanese Ministry of the Environment, we adopted a new 2-stage case–control design that is efficient when both exposure and disease are rare. Based on our experience in conducting air pollution epidemiologic studies, we review 2-stage case–control designs, case–crossover designs, generalized linear models, generalized additive models, and generalized estimating equations, all of which are useful approaches in environmental epidemiology.
机译:在空气污染研究中,环境流行病学的设计和分析取得了许多进展。在分析颗粒物对每日死亡率的短期影响时,已经开发出具有弹性平滑方法的泊松回归模型来分析时间序列数据。此类研究的另一种选择是使用案例交叉设计,并且在控制时期的选择方面进行了广泛的讨论。在日本环境省的“呼吸道疾病和汽车尾气研究”项目中,我们采用了一种新的两阶段病例对照设计,这种设计在暴露和疾病都很少的情况下非常有效。基于我们进行空气污染流行病学研究的经验,我们回顾了两阶段的病例对照设计,病例交叉设计,广义线性模型,广义加性模型和广义估计方程,所有这些方法在环境流行病学中都是有用的方法。

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