Determination of Heatwave Definition Temperatures in Spain at the Isoclimatic Level: Temporal Evolution of their Duration and Intensity in the 2009-2018 Decade
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Keywords

prevention plans
threshold temperature
heatwave
mortality
temporal evolution

How to Cite

López Bueno, J. A., Alonso, P., Navas Martín, M. Ángel, Mirón, I. J., Belda, F., Díaz, J., & Linares, C. (2024). Determination of Heatwave Definition Temperatures in Spain at the Isoclimatic Level: Temporal Evolution of their Duration and Intensity in the 2009-2018 Decade. Spanish Journal of Environmental Health, 24(1), 3–15. Retrieved from https://ojs.diffundit.com/index.php/rsa/article/view/1624

Abstract

Following WHO recommendations for the implementation of Public Health Prevention Plans against the impacts of high temperatures, the heatwave definition temperature (Tthreshold) was calculated in 182 isoclimatic zones (IZ) in Spain. In order to determine it, the data on daily mortality from all causes (ICD-X: A00-R99) in each of the IZs during the 2009-2018 period were analyzed as a dependent variable. The independent variable was the average value of the daily maximum temperature measured during the summer months at the meteorological observatories in each IZ. Box-Jenkins models were used to determine the mortality anomalies, and scatter diagrams were used to link these anomalies to the temperatures at which they occurred. Tthreshold in each IZ was thus determined. The number and intensity of the heatwaves that occurred in each IZ were calculated and their temporal evolution was analyzed over this period.

The results show that in 52.5 % of the IZs, the percentile of the series of maximum temperatures during the summer months to which the determined Tthreshold corresponds was below the 95th percentile of the meteorological heatwave definition; they matched only in 30.7 % of the cases. The geographical distribution of these percentiles shows great heterogeneity as a result of local factors that affect the temperature-mortality relationship. The evolution of the number of heatwaves analyzed shows that heatwaves have increased globally in Spain at a rate of 3.9 waves per decade and that their average annual intensity has increased at a rate of 9.5 °C/decade. These temporal evolution values are higher than those found when the evolution of meteorological heat waves based on the 95th percentile was analyzed. The geographic behavior by IZ of this temporal evolution is also heterogeneous.

In view of the results from this study, it is necessary to use a definition of heatwave that is based on epidemiological temperature- mortality studies and not on meteorological percentile-based values to analyze and prevent the health impact of heatwaves, which is determined by local factors. The temporal evolution of the number of heatwave days and the average annual intensity of these heatwaves based on the epidemiological threshold is greater than that of meteorological heatwaves. This could be minimizing the health impacts that are estimated in the analysis of future impacts that are attributable to heat.

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References

IPCC. Climate Change 2021 – The Physical Science Basis: Working Group I Contribution to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change [Internet]. 1.a ed. Cambridge University Press; 2023 [citado 11 de octubre de 2023]. Disponible en: https://www.cambridge.org/core/product/identifier/9781009157896/type/book.

EPA. Climate Change and Heat Islands [Internet]. 2022 [citado 11 de octubre de 2023]. Disponible en: https://www.epa.gov/heatislands/climate-change-and-heat-islands.

WHO. Heat and health in the WHO European Region: updated evidence for effective prevention [Internet]. Denmark; 2021. Disponible en: https://www.euro.who.int/en/health-topics/environment-and-health/Climate-change/publications/2021/heat-and-health-in-the-who-european-region-updated-evidence-for-effective-prevention-2021.

MSAN. Plan nacional de actuaciones preventivas de los efectos del exceso de temperatura sobre la salud [Internet]. 2023. Disponible en: https://www.sanidad.gob.es/ciudadanos/saludAmbLaboral/planAltasTemp/2023/Plan_nacional_actuaciones_preventivas.htm.

López-Bueno JA, Navas-Martín MA, Linares C, Mirón IJ, Luna MY, Sánchez-Martínez G, et al. Analysis of the Impact of Heat Waves on Daily Mortality in Urban and Rural Areas in Madrid. Environmental Research [Internet]. 2021;110892. Disponible en: https://doi.org/10.1016/j.envres.2021.110892.

López-Bueno JA, Díaz J, Linares C. Differences in the impact of heat waves according to urban and peri-urban factors in Madrid. International journal of biometeorology [Internet]. 2019;63(3):371-80. Disponible en: https://doi.org/10.1007/s00484-019-01670-9.

MedECC. Climate and Environmental Change in the Mediterranean Basin - Current Situation and Risks for the Future: 1st Mediterranean Assessment Report [Internet]. Mediterranean Experts on Climate and environmental Change (MedECC); 2020. Report No.: 1. Disponible en: https://www.medecc.org/.

Roldán E, Gómez M, Pino MR, Esteban M, Díaz J. Determinación de zonas isoclimáticas y selección de estaciones meteorológicas representativas en Aragón como base para la estimación del impacto del cambio climático sobre la posible relación entre la mortalidad y temperatura. Rev Esp Salud Publica. 2011;85:603-10.

MSAN. eCIE10ES. Edición electrónica de la CIE-10-ES [Internet]. 2023 [citado 2 de octubre de 2023]. Disponible en: https://eciemaps.mscbs.gob.es/ecieMaps/browser/metabuscador.html.

Díaz J, Carmona R, Mirón I, Ortiz C, Linares C. Comparison of the effects of extreme temperatures on daily mortality in Madrid (Spain), by age group: The need for a cold wave prevention plan. Environmental Research [Internet]. 2015;143:186-91. Disponible en: https://doi.org/10.1016/j.envres.2015.10.018.

Guo Y, Gasparrini A, Armstrong BG, Tawatsupa B, Tobias A, Lavigne E, et al. Heat Wave and Mortality: A Multicountry, Multicommunity Study. Environ Health Perspect [Internet]. 16 de agosto de 2017 [citado 22 de enero de 2021];125(8):087006. Disponible en: https://ehp.niehs.nih.gov/doi/10.1289/EHP1026.

Díaz J, López-Bueno JA, Linares C. Patente: «Determinación de los umbrales epidemiológicos de temperatura de definición de ola de calor y de ola de frío basados en la mortalidad diaria poblacional». 16/2023/2287, 2023.

Díaz J, Carmona R, Linares C. Temperaturas umbrales de disparo de la mortalidad atribuible al calor en España en el periodo 2000-2009. Instituto de Salud Carlos III, Escuela Nacional de Sanidad; 2015.

Linares C, Mirón IJ, Montero JC, Criado-Álvarez JJ, Tobías A, Díaz J. The time trend temperature-mortality as a factor of uncertainty analysis of impacts of future heat waves. Environ Health Perspect [Internet]. mayo de 2014;122(5):A118. Disponible en: https://ehp.niehs.nih.gov/doi/10.1289/ehp.1308042R.

Linares C, Sánchez R, Mirón IJ, Díaz J. Has there been a decrease in mortality due to heat waves in Spain? Findings from a multicity case study. Journal of Integrative Environmental Sciences [Internet]. 3 de abril de 2015;12(2):153-63. Disponible en: http://www.tandfonline.com/doi/abs/10.1080/1943815X.2015.1062032.

López-Bueno JA, Navas-Martín MA, Díaz J, Mirón IJ, Luna MY, Sánchez-Martínez G, et al. Analysis of vulnerability to heat

in rural and urban areas in Spain: What factors explain Heat’s geographic behavior? Environmental Research [Internet]. octubre de 2021 [citado 26 de octubre de 2021];112213. Disponible en: https://doi.org/10.1016/j.envres.2021.112213.

López-Bueno JA, Díaz J, Follos F, Vellón JM, Navas-Martín

MA, Culqui D, et al. Evolution of the threshold temperature definition of a heat wave vs. evolution of the minimum mortality temperature: a case study in Spain during the 1983–2018 period. Environ Sci Eur [Internet]. diciembre de 2021 [citado 10 de octubre de 2022];33(1):101. Disponible en: https://enveurope.springeropen.com/articles/10.1186/s12302-021-00542-7.

Box GE, Jenkins GM, Reinsel GC. Time series analysis. Forecasting and Control. Hall International; 1994.

Brockwell PJ, Davis RA. Introduction to Time Series and Forecasting [Internet]. Cham: Springer International Publishing; 2016 [citado 14 de diciembre de 2020]. (Springer Texts in Statistics). Disponible en: http://link.springer.com/10.1007/978-3-319-29854-2.

Cowpertwait PSP, Metcalfe AV. Introductory Time Series with R [Internet]. New York, NY: Springer New York; 2009 [citado 20 de noviembre de 2020]. Disponible en: http://link.springer.com/10.1007/978-0-387-88698-5.

Barbieri C, Bertini I. Fundamentals of astronomy. CRC Press. 2020.

Chien LC, Guo Y, Zhang K. Spatiotemporal analysis of heat and heat wave effects on elderly mortality in Texas, 2006-2011. Sci Total Environ. 15 de agosto de 2016;562:845-51.

López-Bueno JA, Navas-Martín MA, Díaz J, Mirón IJ, Luna MY, Sánchez-Martínez G, et al. Population vulnerability to extreme cold days in rural and urban municipalities in ten provinces in Spain. Science of The Total Environment [Internet]. diciembre de 2022 [citado 12 de septiembre de 2022];852:158165. Disponible en: https://doi.org/10.1016/j.scitotenv.2022.158165.

Díaz J, Linares C, Tobías A. Impact of extreme temperatures on daily mortality in Madrid (Spain) among the 45-64 age-group. International Journal of Biometeorology. 2006;50(6):342-8.

López-Bueno JA, Díaz J, Sánchez-Guevara C, Sánchez-Martínez G, Franco M, Gullón P, et al. The impact of heat waves on daily mortality in districts in Madrid: The effect of sociodemographic factors. Environmental research [Internet]. 2020;190:109993. Disponible en: https://doi.org/10.1016/j.envres.2020.109993.

Benmarhnia T, Deguen S, Kaufman J, Smargiassi A. Review Article: Vulnerability to Heat-related Mortality: A Systematic Review, Meta-analysis, and Meta-regression Analysis. Epidemiology (Cambridge, Mass) [Internet]. noviembre de 2015;26(6):781-93. Disponible en: https://www.ncbi.nlm.nih.gov/pubmed/26332052.

Linares C, Martinez-Martin P, Rodríguez-Blázquez C, Forjaz MJ, Carmona R, Díaz J. Effect of heat waves on morbidity and mortality due to Parkinson’s disease in Madrid: A time-series analysis. Environ Int. mayo de 2016;89-90:1-6.

Wei Y, Wang Y, Lin CK, Yin K, Yang J, Shi L, et al. Associations between seasonal temperature and dementia-associated hospitalizations in New England. Environment International [Internet]. mayo de 2019 [citado 11 de octubre de 2023];126:228-33. Disponible en: https://linkinghub.elsevier.com/retrieve/pii/S0160412018318737.

Bundle N, O’Connell E, O’Connor N, Bone A. A public health needs assessment for domestic indoor overheating. Public Health [Internet]. agosto de 2018 [citado 11 de octubre de 2023];161:147-53. Disponible en: https://linkinghub.elsevier.com/retrieve/pii/S0033350617304298.

Buchin O, Hoelscher MT, Meier F, Nehls T, Ziegler F. Evaluation of the health-risk reduction potential of countermeasures to urban heat islands. Energy and Buildings [Internet]. 15 de febrero de 2016;114:27-37. Disponible en: https://www.sciencedirect.com/science/article/pii/S0378778815300657.

Vellei M, Ramallo-González AP, Coley D, Lee J, Gabe-Thomas E, Lovett T, et al. Overheating in vulnerable and non-vulnerable households. Building Research & Information [Internet]. 17 de febrero de 2017 [citado 11 de octubre de 2023];45(1-2):102-18.

Disponible en: https://www.tandfonline.com/doi/full/10.1080/09613218.2016.1222190.

Flouris AD, McGinn R, Poirier MP, Louie JC, Ioannou LG, Tsoutsoubi L, et al. Screening criteria for increased susceptibility to heat stress during work or leisure in hot environments in healthy individuals aged 31–70 years. Temperature [Internet]. 2 de enero de 2018 [citado 10 de octubre de 2022];5(1):86-99. Disponible en: https://www.tandfonline.com/doi/full/10.1080/23328940.2017.1381800.

Tobias A, Armstrong B, Zuza I, Gasparrini A, Linares C, Díaz J. Mortality on extreme heat days using official thresholds in Spain: a multi-city time series analysis. BMC Public Health [Internet]. 2012;12(1):133. Disponible en: https://doi.org/10.1186/1471-2458-12-133.

Montero JC, Mirón IJ, Criado JJ, Linares C, Díaz J. Comparison between two methods of defining heat waves: A retrospective study in Castile-La Mancha (Spain). Science of the Total Environment [Internet]. 2010;408(7):1544-50. Disponible en: http://dx.doi.org/10.1016/j.scitotenv.2010.01.013.

Montero JC, Miron IJ, Criado JJ, Linares C, Díaz J. Difficulties of defining the term, “heat wave”, in public health. International Journal of Environmental Health Research [Internet]. octubre de 2013 [citado 11 de octubre de 2023];23(5):377-9. Disponible en: http://www.tandfonline.com/doi/abs/10.1080/09603123.2012.733941.

Carmona R, Linares C, Ortiz C, Mirón IJ, Luna MY, Díaz J. Spatial variability in threshold temperatures of heat wave mortality: impact assessment on prevention plans. International Journal of Environmental Health Research. 2017;27(6).

Salvador C, Gullón P, Franco M, Vicedo-Cabrera AM. Heat-related first cardiovascular event incidence in the city of Madrid (Spain): Vulnerability assessment by demographic, socioeconomic, and health indicators. Environmental Research [Internet]. junio de 2023 [citado 11 de octubre de 2023];226:115698. Disponible en: https://linkinghub.elsevier.com/retrieve/pii/S0013935123004905.

Quijal-Zamorano M, Martínez-Solanas È, Achebak H, Petrova D, Robine JM, Herrmann FR, et al. Seasonality reversal of temperature attributable mortality projections due to previously unobserved extreme heat in Europe. The Lancet Planetary Health [Internet]. septiembre de 2021 [citado 11 de octubre de 2023];5(9):e573-5. Disponible en: https://linkinghub.elsevier.com/retrieve/pii/S2542519621002114.

Robine JM, Cheung SLK, Le Roy S, Van Oyen H, Griffiths C, Michel JP, et al. Death toll exceeded 70,000 in Europe during the summer of 2003. Comptes Rendus Biologies [Internet]. febrero de 2008 [citado 11 de octubre de 2023];331(2):171-8. Disponible en: https://linkinghub.elsevier.com/retrieve/pii/ S1631069107003770.

Christidis N, Jones GS, Stott PA. Dramatically increasing chance of extremely hot summers since the 2003 European heatwave. Nature Clim Change [Internet]. enero de 2015 [citado 11 de octubre de 2023];5(1):46-50. Disponible en: https://www.nature.com/articles/nclimate2468.

AEMET. Informe del estado del clima en España en 2022. Resumen ejecutivo [Internet]. Agencia Estatal de Meteorología; 2023 [citado 11 de octubre de 2023]. Disponible en: https://www.aemet.es/es/conocermas/recursos_en_linea/publicaciones_y_estudios/publicaciones/detalles/informe_estado_clima.

Díaz J, Sáez M, Carmona R, Mirón IJ, Barceló MA, Luna MY, et al. Mortality attributable to high temperatures over the 2021– 2050 and 2051–2100 time horizons in Spain: Adaptation and economic estimate. Environmental Research [Internet]. 2019 [citado 2 de diciembre de 2020];172:475-85. Disponible en: https://linkinghub.elsevier.com/retrieve/pii/S0013935119301215.

Lorenzo N, Díaz-Poso A, Royé D. Heatwave intensity on the Iberian Peninsula: Future climate projections. Atmospheric Research (2021), 258:105655.

Navas-Martín M, López-Bueno JA, Díaz J, Follos F, Vellón J, Mirón I, et al. Effects of local factors on adaptation to heat in Spain (1983–2018). Environmental Research [Internet]. junio de 2022 [citado 11 de octubre de 2023];209:112784. Disponible en: https://linkinghub.elsevier.com/retrieve/pii/S0013935122001116.

López-Bueno JA, Navas-Martin MA, Díaz J, Mirón IJ, Luna MY, Sánchez-Martínez G, et al. Analysis of Vulnerability to Heat in Rural and Urban Areas in Spain: What Factors Explain Heat’s Geographic Behavior? Environmental Research. https://doi.org/10.1016/j.envres.2021.112213. 207 (2022) 112213.

Gelfand, A.E., 2010. Misaligned spatial data: the change of support problem. In: Gelfand, A.E., Diggle, P.J., Fuentes, M., Guttorp, P. (Eds.), Handbook of Spatial Statistics. Taylor & Francis, Boca Raton, FL, USA.

Barceló MA, Varga D, Tobías A, Díaz J, Linares C, Saez M. 2016. Long term effects of traffic noise on mortality in the city of Barcelona, 2004–2007. Environ Res. 147, 193–206.

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