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Systematic identification of heat events associated with emergency admissions to enhance the heat-health action plan in a subtropical city: a data-driven approach

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Abstract

According to the United Nations Office for Disaster Risk Reduction (UNDRR), a heat-health action plan should address various impacts of hazards at different levels, including an early warning system to monitor risks and behaviour enhancement to increase disaster preparedness. It is necessary to comply with guidelines regarding heat duration/intensity. In this study, we developed a data-driven approach to rapidly and systematically estimate the impacts of various heat events on emergency admissions among the adult population (n = 7,086,966) in Hong Kong in order to enhance the heat-health action plan. Immediate, short-term, and long-term impacts determined by 1-day, 4-day, and 8-day windows were estimated to identify specific heat events suitable for early warnings. In addition, underestimated risk, determined by a continuous increase in heat risk after days without significant emergency admissions, was estimated to evaluate potential maladaptive behaviours among a specific subpopulation. Based on age- and gender-specific analyses, 1D, 1D1N, and 2D2N were observed to have a stronger immediate impact on emergency admissions. 1D1N and 2D2N also showed notable short-term and long-term impacts. Based on heat vulnerability factors (age and gender), 2D2N was a higher-priority extreme heat event for early warning measures than 1D1N. Furthermore, men aged 19 to 64 had the highest underestimated risk. Specifically, they had IRR values of 1.113 [1.087, 1.140], 1.061 [1.035, 1.087], and 1.069 [1.043, 1.095] during lag days 3–5 of 3D2N, respectively, possibly due to a lack of adaptive behaviour. By adopting our approach, the duration of heat events with significant health impacts can be identified in order to further enhance relevant heat stress information. This framework can be applied to other cities with a similar background for rapid assessment.

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References

  • Bassil K, Cole D (2010) Effectiveness of public health interventions in reducing morbidity and mortality during heat episodes: a structured review. Int J Environ Res Public Health 7(3):991–1001

    Article  Google Scholar 

  • Bartlett R, Brannelly T (2019) On being outdoors: how people with dementia experience and deal with vulnerabilities. Soc Sci Med 235:112336

  • Chan EYY, Goggins WB, Kim JJ, Griffiths SM (2012) A study of intracity variation of temperature-related mortality and socioeconomic status among the Chinese population in Hong Kong. J Epidemiol Community Health 66(4):322–327

    Article  Google Scholar 

  • Chan EY, Goggins WB, Yue JS, Lee P (2013) Hospital admissions as a function of temperature, other weather phenomena and pollution levels in an urban setting in China. Bull World Health Organ 91:576–584

    Article  Google Scholar 

  • Chan EY, Lam HC, So SH, Goggins WB, Ho JY, Liu S, Chung PP (2018) Association between ambient temperatures and mental disorder hospitalizations in a subtropical city: a time-series study of Hong Kong Special Administrative Region. Int J Environ Res Public Health 15(4):754

    Article  Google Scholar 

  • Chan LG, Parashar UD, Lye MS, Ong FGL, Zaki SR, Alexander JP, ..., Jegathesan M (2000) Deaths of children during an outbreak of hand, foot, and mouth disease in Sarawak, Malaysia: clinical and pathological characteristics of the disease. Clin Infect Dis 31(3):678-683

  • Chau PH, Chan KC, Woo J (2009) Hot weather warning might help to reduce elderly mortality in Hong Kong. Int J Biometeorol 53(5):461

    Article  CAS  Google Scholar 

  • Chen K, Bi J, Chen J, Chen X, Huang L, Zhou L (2015) Influence of heat wave definitions to the added effect of heat waves on daily mortality in Nanjing, China. Sci Total Environ 506:18–25

    Article  Google Scholar 

  • Ebi KL, Teisberg TJ, Kalkstein LS, Robinson L, Weiher RF (2004) Heat watch/warning systems save lives: estimated costs and benefits for Philadelphia 1995–98. Bull Am Meteor Soc 85(8):1067–1074

    Article  Google Scholar 

  • Gao J, Sun Y, Liu Q, Zhou M, Lu Y, Li L (2015) Impact of extreme high temperature on mortality and regional level definition of heat wave: a multi-city study in China. Sci Total Environ 505:535–544

    Article  CAS  Google Scholar 

  • Glazer JL (2005) Management of heatstroke and heat exhaustion. Am Fam Physician 71(11):2133–2140

    Google Scholar 

  • Goggins WB, Chan EY, Ng E, Ren C, Chen L (2012) Effect modification of the association between short-term meteorological factors and mortality by urban heat islands in Hong Kong. PLoS ONE 7(6):e38551

    Article  CAS  Google Scholar 

  • Hajat S, Sheridan SC, Allen MJ, Pascal M, Laaidi K, Yagouti A, ..., Kosatsky T (2010) Heat–health warning systems: a comparison of the predictive capacity of different approaches to identifying dangerously hot days. Am J Public Health 100(6):1137-1144

  • Hii YL, Rocklöv J, Ng N (2011) Short term effects of weather on hand, foot and mouth disease. PLoS ONE 6(2):e16796

    Article  CAS  Google Scholar 

  • Ho HC, Knudby A, Walker BB, Henderson SB (2017a) Delineation of spatial variability in the temperature–mortality relationship on extremely hot days in greater Vancouver Canada. Environ Health Perspectives 125(1):66–75

    Article  Google Scholar 

  • Ho HC, Lau KKL, Ren C, Ng E (2017b) Characterizing prolonged heat effects on mortality in a sub-tropical high-density city Hong Kong. Int J Biometeorol 61(11):1935–1944

    Article  Google Scholar 

  • Ho HC, Wong MS, Yang L, Shi W, Yang J, Bilal M, Chan TC (2018) Spatiotemporal influence of temperature, air quality, and urban environment on cause-specific mortality during hazy days. Environ Int 112:10–22

    Article  Google Scholar 

  • Ho HC, Wong MS (2019) Urban environmental influences on the temperature–mortality relationship associated mental disorders and cardiorespiratory diseases during normal summer days in a subtropical city. Environ Sci Pollut Res 26(23):24272–24285

    Article  Google Scholar 

  • Ho HC, Chan TC, Xu Z, Huang C, Li C (2020) Individual-and community-level shifts in mortality patterns during the January 2016 East Asia cold wave associated with a super El Niño event: Empirical evidence in Hong Kong. Sci Total Environ 711:135050

  • Kent ST, McClure LA, Zaitchik BF, Smith TT, Gohlke JM (2013) Heat waves and health outcomes in Alabama (USA): the importance of heat wave definition. Environ Health Perspect 122(2):151–158

    Article  Google Scholar 

  • Khalaj B, Lloyd G, Sheppeard V, Dear K (2010) The health impacts of heat waves in five regions of New South Wales, Australia: a case-only analysis. Int Arch Occup Environ Health 83(7):833–842

    Article  Google Scholar 

  • Kilbourne EM (1992) Illness due to thermal extremes. In Public Health and Preventative Medicine, ed. JM Last, RB Wallace, pp. 491–501. Norwalk, CT: Appleton Lang

  • Kotharkar R, Ghosh A (2022) Progress in extreme heat management and warning systems: a systematic review of heat-health action plans (1995–2020). Sustain Cities Soc 76:103487

    Article  Google Scholar 

  • Kosatsky T, Henderson SB, Pollock SL (2012) Shifts in mortality during a hot weather event in Vancouver, British Columbia: rapid assessment with case-only analysis. Am J Public Health 102(12):2367–2371

    Article  Google Scholar 

  • Kovats RS, Hajat S (2008) Heat stress and public health: a critical review. Annu Rev Public Health 29:41–55

    Article  Google Scholar 

  • Krstic N, Yuchi W, Ho HC, Walker BB, Knudby AJ, Henderson SB (2017) The heat exposure integrated deprivation index (HEIDI): a data-driven approach to quantifying neighborhood risk during extreme hot weather. Environ Int 109:42–52

    Article  Google Scholar 

  • Lefevre CE, de Bruin WB, Taylor AL, Dessai S, Kovats S, Fischhoff B (2015) Heat protection behaviors and positive affect about heat during the 2013 heat wave in the United Kingdom. Soc Sci Med 128:282–289

    Article  Google Scholar 

  • Lowe D, Ebi KL, Forsberg B (2011) Heatwave early warning systems and adaptation advice to reduce human health consequences of heatwaves. Int J Environ Res Public Health 8(12):4623–4648

    Article  Google Scholar 

  • Madrigano J, Ito K, Johnson S, Kinney PL, Matte T (2015) A case-only study of vulnerability to heat wave–related mortality in new york city (2000–2011). Environ Health Perspect 123(7):672

    Article  Google Scholar 

  • Mayrhuber EAS, Dückers ML, Wallner P, Arnberger A, Allex B, Wiesböck L, ..., Kutalek R (2018) Vulnerability to heatwaves and implications for public health interventions–A scoping review. Environ Res 166:42-54

  • Onozuka D, Hashizume M (2011) The influence of temperature and humidity on the incidence of hand, foot, and mouth disease in Japan. Sci Total Environ 410:119–125

    Article  Google Scholar 

  • Pascal M, Laaidi K, Ledrans M, Baffert E, Caserio-Schönemann C, Le Tertre A, ..., Empereur-Bissonnet P (2006) France’s heat health watch warning system. Int J Biometeorol 50(3):144-153

  • Qiu H, Tian L, Ho KF, Ignatius TS, Thach TQ, Wong CM (2016) Who is more vulnerable to death from extremely cold temperatures? A case-only approach in Hong Kong with a temperate climate. Int J Biometeorol 60(5):711–717

    Article  Google Scholar 

  • Ragettli MS, Röösli M (2019) Heat-health action plans to prevent heat-related deaths-experiences from Switzerland. Bundesgesundheitsblatt Gesundheitsforschung Gesundheitsschutz 62(5):605–611

    Article  Google Scholar 

  • Rains SA, Ruppel EK (2016) Channel complementarity theory and the health information-seeking process: Further investigating the implications of source characteristic complementarity. Commun Res 43(2):232–252

    Article  Google Scholar 

  • Royé D (2017) The effects of hot nights on mortality in Barcelona Spain. Int J Biometeorol 61(12):2127–2140

    Article  Google Scholar 

  • Tam WW, Wong TW, Chair SY, Wong AH (2009) Diurnal temperature range and daily cardiovascular mortalities among the elderly in Hong Kong. Arch Environ Occup Health 64(3):202–206

    Article  Google Scholar 

  • Tan J, Kalkstein LS, Huang J, Lin S, Yin H, Shao D (2004) An operational heat/health warning system in Shanghai. Int J Biometeorol 48(3):157–162

    Article  Google Scholar 

  • Tawatsupa B, Dear K, Kjellstrom T, Sleigh A (2014) The association between temperature and mortality in tropical middle income Thailand from 1999 to 2008. Int J Biometeorol 58(2):203–215

    Article  Google Scholar 

  • Thach TQ, Zheng Q, Lai PC, Wong PPY, Chau PYK, Jahn HJ, ..., Wong CM (2015) Assessing spatial associations between thermal stress and mortality in Hong Kong: A small-area ecological study. Sci Total Environ 502:666-672

  • Toloo GS, FitzGerald G, Aitken P, Verrall K, Tong S (2013) Are heat warning systems effective? Environ Health 12(1):27

    Article  Google Scholar 

  • Wang D, Lau KKL, Ren C, Goggins WBI, Shi Y, Ho HC, ..., Ng E (2019) The impact of extremely hot weather events on all-cause mortality in a highly urbanized and densely populated subtropical city: a 10-year time-series study (2006–2015). Sci Total Environ 690:923-931

  • Xu Z, Cheng J, Hu W, Tong S (2018) Heatwave and health events: a systematic evaluation of different temperature indicators, heatwave intensities and durations. Sci Total Environ 630:679–689

    Article  CAS  Google Scholar 

  • Yang J, Yin P, Sun J, Wang B, Zhou M, Li M, ..., Liu Q (2019) Heatwave and mortality in 31 major Chinese cities: definition, vulnerability and implications. Sci Total Environ 649:695-702

  • Yi W, Chan AP (2015) Effects of temperature on mortality in Hong Kong: a time series analysis. Int J Biometeorol 59(7):927–936

    Article  Google Scholar 

  • Zhang K, Rood RB, Michailidis G, Oswald EM, Schwartz JD, Zanobetti A, ..., O'Neill MS (2012) Comparing exposure metrics for classifying ‘dangerous heat’in heat wave and health warning systems. Environ Int 46:23-29

  • Zeng W, Lao X, Rutherford S, Xu Y, Xu X, Lin H, ..., Chu C (2014) The effect of heat waves on mortality and effect modifiers in four communities of Guangdong Province, China. Sci Total Environ 482:214-221

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Acknowledgements

We acknowledge the partial support from Research Impact Fund 2018−19, Hong Kong Research Grants Council (Ref No: R4046-18, Title: Increasing the Resilience to the Health Impacts of Extreme Weather on Older People under Future Climate Change)  and Guangdong Natural Science Fund (Project code: 2021A1515012571).

Funding

The study was partially supported by the Vice-Chancellor’s Discretionary Fund of the Chinese University of Hong Kong. It was also partially supported by General Research Fund Project Grant 2017/18 (Project No. RGC-GRF 14611517, “Climatic-responsive planning and action for mitigating heat-related health risk at community level in high density cities– A Case of Hong Kong”), Research Impact Fund 2018/19 (Project No. R4046-18, “Increasing the resilience to the health impacts of extreme weather on elderly people under future climate change”) of the Hong Kong Research Grants Council, and Guangdong Natural Science Fund (Project code: 2021A1515012571)..

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HCH developed the contextual design, conducted the data analysis, and wrote the draft of manuscript. KL provided insights on urban climate. DW provided insights on public health. CR provided financial support. All authors approved the final version of the manuscript.

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Correspondence to Hung Chak Ho or Kevin Lau.

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Ho, H.C., Lau, K., Ren, C. et al. Systematic identification of heat events associated with emergency admissions to enhance the heat-health action plan in a subtropical city: a data-driven approach. Environ Sci Pollut Res 29, 89273–89282 (2022). https://doi.org/10.1007/s11356-022-21963-8

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