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A new look at weather-related health impacts through functional regression

机译:通过功能回归重新审视与天气相关的健康影响

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摘要

A major challenge of climate change adaptation is to assess the effect of changing weather on human health. In spite of an increasing literature on the weather-related health subject, many aspect of the relationship are not known, limiting the predictive power of epidemiologic models. The present paper proposes new models to improve the performances of the currently used ones. The proposed models are based on functional data analysis (FDA), a statistical framework dealing with continuous curves instead of scalar time series. The models are applied to the temperature-related cardiovascular mortality issue in Montreal. By making use of the whole information available, the proposed models improve the prediction of cardiovascular mortality according to temperature. In addition, results shed new lights on the relationship by quantifying physiological adaptation effects. These results, not found with classical model, illustrate the potential of FDA approaches.
机译:适应气候变化的主要挑战是评估天气变化对人类健康的影响。尽管关于天气相关健康主题的文献不断增加,但这种关系的许多方面还是未知的,这限制了流行病学模型的预测能力。本文提出了新的模型来改善当前使用的模型的性能。所提出的模型基于功能数据分析(FDA),这是一个处理连续曲线而非标量时间序列的统计框架。该模型适用于蒙特利尔与温度有关的心血管死亡率问题。通过利用可获得的全部信息,提出的模型根据温度改善了心血管死亡率的预测。此外,结果通过量化生理适应效应为这种关系开辟了新的亮点。这些在经典模型中找不到的结果说明了FDA方法的潜力。

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