Institut National de la Recherche Scientifique/INRS-ETE, 490 de la Couronne, Québec, QC, Canada, G1K 9A9.
Int J Biometeorol. 2013 Jul;57(4):631-44. doi: 10.1007/s00484-012-0590-2. Epub 2012 Oct 26.
Several watch and warning systems have been established in the world in recent years to prevent the effects of heat waves. However, many of these approaches can be applied only in regions with perfect conditions (e.g., enough data, stationary series or homogeneous regions). Furthermore, a number of these approaches do not account for possible trend in mortality and/or temperature series, whereas others are generally not adapted to regions with low population densities or low daily mortality levels. In addition, prediction based on multiple days preceding the event can be less accurate if it attributes the same importance to each of these days, since the forecasting accuracy actually decreases with the period. The aim of the present study was to identify appropriate indicators as well as flexible and general thresholds that can be applied to a variety of regions and conditions. From a practical point of view, the province of Québec constitutes a typical case where a number of the above-mentioned constraints are present. On the other hand, until recently, the province's watch and warning system was based on a study conducted in 2005, covering only the city of Montreal and applied to the whole province. The proposed approach is applied to each one of the other health regions of the province often experiencing low daily counts of mortality and presenting trends. The first constraint led to grouping meteorologically homogeneous regions across the province in which the number of deaths is sufficient to carry out the appropriate data analyses. In each region, mortality trends are taken into account. In addition, the proposed indicators are defined by a 3-day weighted mean of maximal and minimal temperatures. The sensitivity of the results to the inclusion of traumatic deaths is also checked. The application shows that the proposed method improved the results in terms of sensitivity, specificity and number of yearly false alarms, compared to those of the existing and other classical approaches. An additional criterion based on the Humidex is applied in a second step and a local validation is applied to historical observations at reference forecasting stations. An integrated heat health watch and warning system with thresholds that are adapted to the regional climate has thus been established for each sub-region of the province of Quebec and became operational in June 2010.
近年来,世界上已经建立了几个监测和预警系统来预防热浪的影响。然而,这些方法中的许多方法只能应用于具有完美条件的地区(例如,有足够的数据、稳定的序列或同质区域)。此外,许多方法没有考虑到死亡率和/或温度序列可能存在的趋势,而其他方法通常不适应人口密度低或每日死亡率低的地区。此外,如果基于事件发生前的多天进行预测,并且对这些天赋予相同的重要性,那么预测的准确性可能会降低,因为预测的准确性实际上随着时间的推移而降低。本研究的目的是确定适用于各种地区和条件的灵活通用指标和阈值。从实际角度来看,魁北克省是一个存在上述许多限制的典型案例。另一方面,直到最近,该省的监测和预警系统都是基于 2005 年进行的一项研究,仅涵盖蒙特利尔市,并适用于全省。所提出的方法应用于该省其他经常出现低死亡率且存在趋势的卫生区中的每一个。第一个限制因素导致将全省范围内气象同质的地区分组,这些地区的死亡人数足以进行适当的数据分析。在每个地区,都考虑了死亡率趋势。此外,所提出的指标是通过 3 天的最大和最小温度加权平均值定义的。还检查了包含创伤性死亡对结果的敏感性。应用表明,与现有和其他经典方法相比,所提出的方法在灵敏度、特异性和每年误报次数方面提高了结果。第二步应用了基于 Humidex 的额外标准,并在参考预测站的历史观测中应用了局部验证。因此,为魁北克省的每个次区域建立了一个具有适应区域气候的阈值的综合热健康监测和预警系统,并于 2010 年 6 月投入运行。