首页> 外文期刊>The Open Atmospheric Science Journal >Particulate Air Pollution and Daily Mortality in Kathmandu Valley,Nepal: Associations and Distributed Lag
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Particulate Air Pollution and Daily Mortality in Kathmandu Valley,Nepal: Associations and Distributed Lag

机译:尼泊尔加德满都谷地的空气污染与每日死亡率:协会与分布滞后

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The distributed lag effect of ambient particulate air pollution that can be attributed to all cause mortality inKathmandu valley, Nepal is estimated through generalized linear model (GLM) and generalized additive model (GAM)with autoregressive count dependent variable. Models are based upon daily time series data on mortality collected fromthe leading hospitals and exposure collected from the 6 six strategically dispersed fixed stations within the valley. Thedistributed lag effect is estimated by assigning appropriate weights governed by a mathematical model in which weightsincreased initially and decreased later forming a long tail. A comparative assessment revealed that autoregressive semiparametricGAM is a better fit compared to autoregressive GLM. Model fitting with autoregressive semi-parametric GAMshowed that a 10 μg m-3 rise in PM10 is associated with 2.57 % increase in all cause mortality accounted for 20 days lageffect which is about 2.3 times higher than observed for one day lag and demonstrates the existence of extended lag effectof ambient PM10 on all cause deaths. The confounding variables included in the model were parametric effects of seasonaldifferences measured by Fourier series terms, lag effect of mortality, and nonparametric effect of temperature representedby loess smoothing. The lag effects of ambient PM10 remained constant beyond 20 days.
机译:通过具有自回归计数因变量的广义线性模型(GLM)和广义加性模型(GAM)估算了可归因于尼泊尔加德满都谷地所有原因致死的环境颗粒物空气污染的分布滞后效应。这些模型基于每日时间序列数据,这些数据包括从领先医院收集的死亡率和从山谷中六个战略性分散的固定站收集的暴露量。通过分配适当的权重来估计分布的滞后效应,该权重受数学模型的控制,在该数学模型中,权重先增大,然后减小,形成长尾巴。一项比较评估显示,与自回归GLM相比,自回归半参数GAM更适合。使用自回归半参数GAM进行的模型拟合显示,PM10升高10μgm-3与所有原因死亡率增加2.57%有关,导致20天的滞后效应,这比一日滞后的观察结果高2.3倍,并证明存在环境PM10对所有原因死亡具有延长的滞后效应。模型中包括的混杂变量是用傅立叶级数项测量的季节差异的参数效应,死亡率的滞后效应以及以黄土平滑度表示的温度的非参数效应。超过20天,环境PM10的滞后效应保持恒定。

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