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Developing a Heatwave Early Warning System for Sweden: Evaluating Sensitivity of Different Epidemiological Modelling Approaches to Forecast Temperatures

机译:为瑞典开发热浪预警系统:评估不同流行病学建模方法预测温度的敏感性

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摘要

Over the last two decades a number of heatwaves have brought the need for heatwave early warning systems (HEWS) to the attention of many European governments. The HEWS in Europe are operating under the assumption that there is a high correlation between observed and forecasted temperatures. We investigated the sensitivity of different temperature mortality relationships when using forecast temperatures. We modelled mortality in Stockholm using observed temperatures and made predictions using forecast temperatures from the European Centre for Medium-range Weather Forecasts to assess the sensitivity. We found that the forecast will alter the expected future risk differently for different temperature mortality relationships. The more complex models seemed more sensitive to inaccurate forecasts. Despite the difference between models, there was a high agreement between models when identifying risk-days. We find that considerations of the accuracy in temperature forecasts should be part of the design of a HEWS. Currently operating HEWS do evaluate their predictive performance; this information should also be part of the evaluation of the epidemiological models that are the foundation in the HEWS. The most accurate description of the relationship between high temperature and mortality might not be the most suitable or practical when incorporated into a HEWS.
机译:在过去的二十年中,许多热浪将热浪预警系统(HEWS)的需求吸引到许多欧洲政府的注意。欧洲的HEWS的运行假设是,观测温度和预测温度之间存在高度相关性。我们使用预测温度调查了不同温度死亡率关系的敏感性。我们使用观测温度对斯德哥尔摩的死亡率进行了建模,并使用了欧洲中型天气预报中心的预测温度进行了预测,以评估敏感性。我们发现,对于不同的温度死亡率关系,预测将改变预期的未来风险。更复杂的模型似乎对不准确的预测更为敏感。尽管模型之间存在差异,但是在确定风险日时模型之间存在高度一致性。我们发现,对温度预报准确性的考虑应作为HEWS设计的一部分。当前正在运营的HEWS确实会评估其预测性能;这些信息也应该是评估流行病学模型的一部分,而流行病学模型是HEWS的基础。当将其与HEWS结合使用时,对高温和死亡率之间关系的最准确描述可能不是最合适或最实际的。

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