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基于严重程度和发生地点,对日本中暑病例的气象指标相对重要性进行随机森林分析。

Random forest analysis of the relative importance of meteorological indicators for heatstroke cases in Japan based on the degree of severity and place of occurrence.

机构信息

Center for Climate Change Adaptation, National Institute for Environmental Studies, 16-2 Onogawa, Tsukuba, Ibaraki, 305-8506, Japan.

Center for Climate Change Adaptation, National Institute for Environmental Studies, 16-2 Onogawa, Tsukuba, Ibaraki, 305-8506, Japan.

出版信息

Environ Res. 2024 Dec 15;263(Pt 2):120066. doi: 10.1016/j.envres.2024.120066. Epub 2024 Sep 26.

DOI:10.1016/j.envres.2024.120066
PMID:39341531
Abstract

Heatstroke is a serious health concern in Japan. To reduce heatstroke risk, the government of Japan implemented the "Heatstroke Alert" nationwide in 2021, employing the wet bulb globe temperature (WBGT) as a criterion. Although the WBGT is a useful meteorological indicator for assessing the risk of heatstroke, other important meteorological indicators must also be investigated. Therefore, using a random forest approach, this study analyzed the relative importance of several meteorological indicators, including those representing heat acclimatization, for each of the 47 Japanese prefectures. Using the generalized linear model, important meteorological indicators were employed as explanatory variables in the heatstroke prediction model to determine the predictive meteorological indicator. Heatstroke cases were evaluated separately by the degree of severity and the place of occurrence. The results showed that the relative temperature (RelTemp), which represents heat acclimatization and was calculated considering past temperature history, was the most predictive (i.e., provided the best goodness of fit) concerning the degree of severity, place of occurrence, and prefectures. RelTemp can be a complementary indicator of WBGT in countries and regions such as Japan, where seasonal differences in heat acclimatization must be considered. In addition, the findings of this study contribute to the development of a more accurate assessment of heatstroke risk.

摘要

在日本,中暑是一个严重的健康问题。为了降低中暑风险,日本政府于 2021 年在全国范围内实施了“中暑警报”,采用湿球黑球温度(WBGT)作为标准。尽管 WBGT 是评估中暑风险的有用气象指标,但还必须研究其他重要的气象指标。因此,本研究采用随机森林方法,分析了几个气象指标在 47 个日本都道府县中的相对重要性,这些指标包括代表热适应的指标。使用广义线性模型,将重要的气象指标作为中暑预测模型中的解释变量,以确定预测气象指标。通过中暑的严重程度和发生地点分别对中暑病例进行评估。结果表明,相对温度(RelTemp)是最具预测性的指标(即提供了最佳拟合优度),可以反映严重程度、发生地点和都道府县。在日本等国家和地区,由于必须考虑热适应的季节性差异,RelTemp 可以作为 WBGT 的补充指标。此外,本研究的结果有助于更准确地评估中暑风险。

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引用本文的文献

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Comparing Integrated Heat Stress Indicators With Raw Meteorological Variables in Predicting Heat Stroke-Related Ambulance Transportations in Japan.在日本,比较综合热应激指标与原始气象变量对中暑相关救护车运输的预测能力。
Geohealth. 2025 Apr 1;9(4):e2024GH001257. doi: 10.1029/2024GH001257. eCollection 2025 Apr.