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Oka K, He J, Honda Y, Hijioka Y. 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. ENVIRONMENTAL RESEARCH 2024; 263:120066. [PMID: 39341531 DOI: 10.1016/j.envres.2024.120066] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/12/2024] [Revised: 08/20/2024] [Accepted: 09/25/2024] [Indexed: 10/01/2024]
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.
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Affiliation(s)
- Kazutaka Oka
- Center for Climate Change Adaptation, National Institute for Environmental Studies, 16-2 Onogawa, Tsukuba, Ibaraki, 305-8506, Japan.
| | - Jinyu He
- Center for Climate Change Adaptation, National Institute for Environmental Studies, 16-2 Onogawa, Tsukuba, Ibaraki, 305-8506, Japan
| | - Yasushi Honda
- Center for Climate Change Adaptation, National Institute for Environmental Studies, 16-2 Onogawa, Tsukuba, Ibaraki, 305-8506, Japan
| | - Yasuaki Hijioka
- Center for Climate Change Adaptation, National Institute for Environmental Studies, 16-2 Onogawa, Tsukuba, Ibaraki, 305-8506, Japan
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2
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Kim Y, Oka K, Kawazu EC, Ng CFS, Seposo X, Ueda K, Hashizume M, Honda Y. Enhancing health resilience in Japan in a changing climate. THE LANCET REGIONAL HEALTH. WESTERN PACIFIC 2023; 40:100970. [PMID: 38116496 PMCID: PMC10730320 DOI: 10.1016/j.lanwpc.2023.100970] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/28/2023] [Revised: 10/17/2023] [Accepted: 11/02/2023] [Indexed: 12/21/2023]
Abstract
Climate change poses significant threats to human health, propelling Japan to take decisive action through the Climate Change Adaptation Act of 2018. This Act has led to the implementation of climate change adaptation policies across various sectors, including healthcare. In this review, we synthesized existing scientific evidence on the impacts of climate change on health in Japan and outlined the adaptation strategies and measures implemented by the central and local governments. The country has prioritized tackling heat-related illness and mortality and undertaken various adaptation measures to mitigate these risks. However, it faces unique challenges due to its super-aged society. Ensuring effective and coordinated strategies to address the growing uncertainties in vulnerability to climate change and the complex intersectoral impacts of disasters remains a critical issue. To combat the additional health risks by climate change, a comprehensive approach embracing adaptation and mitigation policies in the health sector is crucial. Encouraging intersectoral communication and collaboration will be vital for developing coherent and effective strategies to safeguard public health in the face of climate change.
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Affiliation(s)
- Yoonhee Kim
- Department of Global Environmental Health, Graduate School of Medicine, The University of Tokyo, Japan
| | - Kazutaka Oka
- Center for Climate Change Adaptation, National Institute for Environmental Studies, Japan
| | | | - Chris Fook Sheng Ng
- Department of Global Health Policy, Graduate School of Medicine, The University of Tokyo, Japan
| | - Xerxes Seposo
- Graduate School of Medicine, Hokkaido University, Japan
| | - Kayo Ueda
- Graduate School of Medicine, Hokkaido University, Japan
| | - Masahiro Hashizume
- Department of Global Health Policy, Graduate School of Medicine, The University of Tokyo, Japan
- Department of Global Health, School of Tropical Medicine and Global Health, Nagasaki University, Japan
| | - Yasushi Honda
- Center for Climate Change Adaptation, National Institute for Environmental Studies, Japan
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Tetzlaff EJ, Goulet N, Gorman M, Richardson GRA, Kenny GP. The Intersection of the COVID-19 Pandemic and the 2021 Heat Dome in Canadian Digital News Media: A Content Analysis. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2023; 20:6674. [PMID: 37681814 PMCID: PMC10488163 DOI: 10.3390/ijerph20176674] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/21/2023] [Revised: 08/18/2023] [Accepted: 08/25/2023] [Indexed: 09/09/2023]
Abstract
During the 2021 Heat Dome, 619 people in British Columbia died due to the heat. This public health disaster was made worse by the ongoing COVID-19 pandemic. Few studies have explored the intersection of heat with COVID-19, and none in Canada. Considering that climate change is expected to increase the frequency of extreme heat events, it is important to improve our understanding of intersecting public health crises. Thus, this study aimed to explore media-based public health communication in Canada during the COVID-19 pandemic and the 2021 Heat Dome. A qualitative content analysis was conducted on a subset of media articles (n = 520) related to the COVID-19 pandemic which were identified through a previous media analysis on the 2021 Heat Dome (n = 2909). Many of the articles provided conflicting health messages that may have confused the public about which health protective actions to take. The articles also showed how the COVID-19 pandemic may have exacerbated the health impacts of the 2021 Heat Dome, as pandemic-related public health measures may have deterred people away from protecting themselves from heat. This study, which provides novel insight into the prioritization of public health messaging when an extreme heat event occurs concurrently with a pandemic, supports the need for consistent heat health guidance.
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Affiliation(s)
- Emily J. Tetzlaff
- Human and Environmental Physiology Research Unit, School of Human Kinetics, Faculty of Health Sciences, University of Ottawa, Ottawa, ON K1N 6N5, Canada; (E.J.T.); (G.P.K.)
- Heat Division, Climate Change and Innovation Bureau, Healthy Environment and Consumer Safety Branch, Safe Environments Directorate, Health Canada, Ottawa, ON K1A 0K9, Canada;
| | - Nicholas Goulet
- Human and Environmental Physiology Research Unit, School of Human Kinetics, Faculty of Health Sciences, University of Ottawa, Ottawa, ON K1N 6N5, Canada; (E.J.T.); (G.P.K.)
- Heat Division, Climate Change and Innovation Bureau, Healthy Environment and Consumer Safety Branch, Safe Environments Directorate, Health Canada, Ottawa, ON K1A 0K9, Canada;
- Behavioural and Metabolic Research Unit, School of Human Kinetics, Faculty of Health Sciences, University of Ottawa, Ottawa, ON K1N 6N5, Canada
| | - Melissa Gorman
- Heat Division, Climate Change and Innovation Bureau, Healthy Environment and Consumer Safety Branch, Safe Environments Directorate, Health Canada, Ottawa, ON K1A 0K9, Canada;
| | - Gregory R. A. Richardson
- Heat Division, Climate Change and Innovation Bureau, Healthy Environment and Consumer Safety Branch, Safe Environments Directorate, Health Canada, Ottawa, ON K1A 0K9, Canada;
| | - Glen P. Kenny
- Human and Environmental Physiology Research Unit, School of Human Kinetics, Faculty of Health Sciences, University of Ottawa, Ottawa, ON K1N 6N5, Canada; (E.J.T.); (G.P.K.)
- Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, ON K1H 8L6, Canada
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Lien TC, Tabata T. Regional incidence risk of heat stroke in elderly individuals considering population, household structure, and local industrial sector. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 853:158548. [PMID: 36096227 DOI: 10.1016/j.scitotenv.2022.158548] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/06/2022] [Revised: 08/31/2022] [Accepted: 09/01/2022] [Indexed: 06/15/2023]
Abstract
This study aims to clarify the regional characteristics of heat stroke incidence patterns inside and outside residences among the elderly from the perspective of working and living conditions. The study area comprised 41 municipalities belonging to Hyogo Prefecture in Japan. Based on information on heat stroke emergency medical evacuees in each municipality from 2011 to 2020, the regional differences in the incidence risk of heat stroke were analyzed. The results revealed that the number of cases and the proportion of males and females among them were related to the demographic structure of each municipality. A grouping analysis was conducted to classify the characteristics of each municipality based on the relationship between the incidence risk of heat stroke and the industrial structure. A factor analysis and binomial logistic regression analysis were also conducted to investigate the effect of demographic structure on the incidence risk of heat stroke. The results indicate that the incidence risk of heat stroke is correlated with industrial and demographic structures, and the risk is likely to vary regionally.
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Affiliation(s)
- Tzu-Chen Lien
- Graduate School of Human Development and Environment, Kobe University, Japan
| | - Tomohiro Tabata
- Graduate School of Human Development and Environment, Kobe University, Japan.
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Hatakeyama K, Seposo X. Heatstroke-related ambulance dispatch risk before and during COVID-19 pandemic: Subgroup analysis by age, severity, and incident place. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 821:153310. [PMID: 35085629 PMCID: PMC8784651 DOI: 10.1016/j.scitotenv.2022.153310] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/14/2021] [Revised: 01/14/2022] [Accepted: 01/17/2022] [Indexed: 06/14/2023]
Abstract
BACKGROUND In summer 2020 under the COVID-19 pandemic, the Ministry of Health, Labour and Welfare has made public warnings that specific preventive measures such as maskwearing and stay-at-home orders, may increase heatstroke risk. In our previous work, we found a lower risk of heatstroke-related ambulance dispatches (HSAD) during the COVID-19 period, however, it is uncertain whether similar risk reductions can be observed in different vulnerable subgroups. This study aimed to determine the HSAD risk during the COVID-19 pandemic by age, severity, and incident place subgroups. METHOD A summer-specific (June-September), time-series analysis was performed, using daily HSAD and meteorological data from 47 Japanese prefectures from 2017 to 2020. A two-stage analysis was applied to determine the association between HSAD and COVID-19 pandemic, adjusting for maximum temperature, humidity, seasonality, and relevant temporal adjustments. A generalized linear model was utilized in the first stage to estimate the prefecture-specific effect estimates. Thereafter, a fixed effect meta-analysis in the second stage was implemented to pool the first stage estimates. Subsequently, subgroup analysis via an interaction by age, severity, and incident place was used to analyze the HSAD risk among subgroups. RESULTS A total of 274,031 HSAD cases was recorded across 47 Japanese prefectures. The average total number of HSAD in the pre-COVID-19 period was 69,721, meanwhile, the COVID-19 period was 64,869. Highest reductions in the risks was particularly observed in the young category (ratio of relative risk (RRR) = 0.54, 95% Confidential Interval (CI): 0.51, 0.57) compared to the elderly category. Whereas highest increment in the risks were observed in severe/death (RRR = 1.25, 95% CI: 1.13, 1.37) compared to the mild category. CONCLUSION COVID-19 situation exhibited a non-uniform change in the HSAD risk for all subgroups, with the magnitude of the risks varying by age, severity, and incident place.
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Affiliation(s)
- Koya Hatakeyama
- Nagasaki University School of Tropical Medicine and Global Health, Nagasaki, Japan
| | - Xerxes Seposo
- Nagasaki University School of Tropical Medicine and Global Health, Nagasaki, Japan.
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Dong R, Ni S, Ikuno S. Nonlinear frequency analysis of COVID-19 spread in Tokyo using empirical mode decomposition. Sci Rep 2022; 12:2175. [PMID: 35140274 PMCID: PMC8828779 DOI: 10.1038/s41598-022-06095-w] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2021] [Accepted: 01/17/2022] [Indexed: 11/23/2022] Open
Abstract
Empirical mode decomposition (EMD) was adopted to decompose daily COVID-19 infections in Tokyo from February 28, 2020, to July 12, 2021. Daily COVID-19 infections were nonlinearly decomposed into several monochromatic waves, intrinsic mode functions (IMFs), corresponding to their periodic meanings from high frequency to low frequency. High-frequency IMFs represent variabilities of random factors and variations in the number of daily PCR and antigen inspections, which can be nonlinearly denoised using EMD. Compared with a moving average and Fourier transform, EMD provides better performance in denoising and analyzing COVID-19 spread. After variabilities of daily inspections were weekly denoised by EMD, one low-frequency IMF reveals that the average period of external influences (public health and social measures) to stop COVID-19 spread was 19 days, corresponding to the measures response duration based on the incubation period. By monitoring this nonlinear wave, public health and social measures for stopping COVID-19 spread can be evaluated and visualized quantitatively in the instantaneous frequency domain. Moreover, another low-frequency IMF revealed that the period of the COVID-19 outbreak and retreat was 57 days on average. This nonlinear wave can be used as a reference for setting the timeframe for state of emergency declarations. Thus, decomposing daily infections in the instantaneous frequency domain using EMD represents a useful tool to improve public health and social measures for stopping COVID-19 spread.
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Affiliation(s)
- Ran Dong
- School of Computer Science, Tokyo University of Technology, Tokyo, 192-0982, Japan.
| | - Shaowen Ni
- Graduate School of Systems and Information Engineering, University of Tsukuba, Ibaraki, 305-8577, Japan
| | - Soichiro Ikuno
- School of Computer Science, Tokyo University of Technology, Tokyo, 192-0982, Japan
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Tanaka S, Nakagawa K, Ozone Y, Kaneko Y, Sugiki S, Hoshino G, Saito S, Minami A, Tanaka H. Evaluation of the physiological changes in prehospital health-care providers influenced by environmental factors in the summer of 2020 during the COVID-19 pandemic. Acute Med Surg 2021; 8:e699. [PMID: 34745638 PMCID: PMC8552522 DOI: 10.1002/ams2.699] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2021] [Revised: 07/20/2021] [Accepted: 10/07/2021] [Indexed: 11/08/2022] Open
Abstract
Aim Wearing personal protective equipment (PPE) is essential to prevent infection transmission, but the risk of heatstroke increases with wearing PPE in a humid and hot environment. Therefore, we aimed to examine how environmental parameters change the body physiology in a hot environment during the coronavirus disease (COVID-19) pandemic. Methods This was a retrospective cohort study extracted from the MEDIC Japan heatstroke prevention database, which was recorded between 1 August and 7 September, 2020. Its database is a registry collection from seven healthy health-care providers. Subjects recorded their own vital signs (forehead and tympanic temperature, blood pressure, pulse rate, and oxygen saturation) and environmental factors (type of weather, wet-bulb globe temperature [WBGT], air temperature, humidity, and location) every hour during their working shift. Results From 323 records, a weak positive but statistically significant correlation was observed between WBGT and pulse rate (correlation coefficient [95% confidence interval], r = 0.34 [0.23, 0.45]) and between WBGT and core body temperature. Forehead temperature had a stronger correlation than tympanic temperature (forehead, r = 0.33 [0.21, 0.43]; tympanic, r = 0.17 [0.05, 0.28]), which also showed a larger effect (forehead, η2 = 0.08; tympanic, η2 = 0.05). The effect size of oxygen saturation measured outdoors was large (η2 = 0.30). Forehead temperature increased abruptly at 28°C WBGT and at 33°C air temperature. Conclusion A hot environment significantly affected forehead temperature, and the daytime imposed a high risk of heatstroke. To avoid heatstroke, environmental parameters are important to note as outdoor environments had a large effect on vital sign changes depending on the time of day.
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Affiliation(s)
- Shota Tanaka
- MEDIC Japan Inc. Shibuya Japan.,Research Institute of Disaster Management and EMS Kokushikan University Tama City Japan
| | - Koshi Nakagawa
- MEDIC Japan Inc. Shibuya Japan.,Graduate School of Emergency Medical System Kokushikan University Tama City Japan
| | - Yuki Ozone
- MEDIC Japan Inc. Shibuya Japan.,Sonoda Daiichi Hospital Adachi City Japan
| | - Yuuki Kaneko
- MEDIC Japan Inc. Shibuya Japan.,Faculty of Emergency Medical Science Meiji University of Integrative Medicine Nantan Japan
| | - Shota Sugiki
- MEDIC Japan Inc. Shibuya Japan.,Department of Emergency Medical Science Faculty of Health Sciences Kyoto Tachibana University Shibuya Japan
| | | | - Shunsuke Saito
- MEDIC Japan Inc. Shibuya Japan.,Graduate School of Emergency Medical System Kokushikan University Tama City Japan
| | | | - Hideharu Tanaka
- MEDIC Japan Inc. Shibuya Japan.,Research Institute of Disaster Management and EMS Kokushikan University Tama City Japan.,Graduate School of Emergency Medical System Kokushikan University Tama City Japan.,Department of Sports Medicine Kokushikan University Tama City Japan
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Shimizu K, Gilmour S, Mase H, Le PM, Teshima A, Sakamoto H, Nomura S. COVID-19 and Heat Illness in Tokyo, Japan: Implications for the Summer Olympic and Paralympic Games in 2021. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:3620. [PMID: 33807268 PMCID: PMC8037344 DOI: 10.3390/ijerph18073620] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/18/2021] [Revised: 03/27/2021] [Accepted: 03/29/2021] [Indexed: 11/17/2022]
Abstract
The 2020 summer Olympic and Paralympic Games in Tokyo were postponed to July-September 2021 due to the coronavirus disease 2019 (COVID-19) pandemic. While COVID-19 has emerged as a monumental health threat for mass gathering events, heat illness must be acknowledged as a potentially large health threat for maintaining health services. We examined the number of COVID-19 admissions and the Tokyo rule for emergency medical care, in Tokyo, from March to September 2020, and investigated the weekly number of emergency transportations due to heat illness and weekly averages of the daily maximum Wet Bulb Globe Temperature (WBGT) in Tokyo in the summer (2016-2020). The peak of emergency transportations due to heat illness overlapped the resurgence of COVID-19 in 2020, and an increase of heat illness patients and WBGT has been observed. Respect for robust science is critical for the decision-making process of mass gathering events during the pandemic, and science-based countermeasures and implementations for COVID-19 will be warranted. Without urgent reconsiderations and sufficient countermeasures, the double burden of COVID-19 and heat-related illnesses in Tokyo will overwhelm the healthcare provision system, and maintaining essential health services will be challenging during the 2021 summer Olympic and Paralympic Games.
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Affiliation(s)
- Kazuki Shimizu
- Faculty of Public Health and Policy, London School of Hygiene and Tropical Medicine, London WC1E 7HT, UK
- Department of Health Policy, London School of Economics and Political Science, London WC2A 2AE, UK
| | - Stuart Gilmour
- Graduate School of Public Health, St. Luke’s International University, Tokyo 104-0045, Japan; (S.G.); (P.M.L.)
| | - Hiromi Mase
- Department of Epidemiology and Public Health, Institute of Epidemiology and Health Care, University College London, London EC1E 7HB, UK;
| | - Phuong Mai Le
- Graduate School of Public Health, St. Luke’s International University, Tokyo 104-0045, Japan; (S.G.); (P.M.L.)
| | - Ayaka Teshima
- Faculty of Medicine, School of Public Health, Imperial College London, London W2 1PG, UK;
| | - Haruka Sakamoto
- Department of Health Policy and Management, School of Medicine, Keio University, Tokyo 160-8582, Japan; (H.S.); (S.N.)
- Department of Global Health Policy, Graduate School of Medicine, The University of Tokyo, Tokyo 113-0033, Japan
| | - Shuhei Nomura
- Department of Health Policy and Management, School of Medicine, Keio University, Tokyo 160-8582, Japan; (H.S.); (S.N.)
- Department of Global Health Policy, Graduate School of Medicine, The University of Tokyo, Tokyo 113-0033, Japan
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