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Timely accessibility to healthcare resources and heatwave-related mortality in 7 major cities of South Korea: a two-stage approach with principal component analysis

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dc.contributor.authorLee, Jungsil-
dc.contributor.authorMin, Jieun-
dc.contributor.authorLee, Whanhee-
dc.contributor.authorSun, Kyongmin-
dc.contributor.authorCha, Won Chul-
dc.contributor.authorPark, Chaerin-
dc.contributor.authorKang, Cinoo-
dc.contributor.authorYang, Juyeon-
dc.contributor.authorKwon, Dohoon-
dc.contributor.authorKwag, Youngrin-
dc.contributor.authorOh, Jongmin-
dc.contributor.authorRyoo, Jae-Hong-
dc.contributor.authorHa, Eunhee-
dc.date.accessioned2025-03-13T17:00:48Z-
dc.date.available2025-03-13T17:00:48Z-
dc.date.created2025-02-19-
dc.date.issued2024-04-
dc.identifier.issn2666-6065-
dc.identifier.urihttps://ir.ymlib.yonsei.ac.kr/handle/22282913/204293-
dc.description.abstractBackground Due to the ongoing effects of climate change, the incidence of heatwave-related mortality is rising globally. Improved allocation and utilization of healthcare resources could help alleviate this issue. This study aimed to identify healthcare resource factors associated with heatwave-related mortality in seven major cities of South Korea. Methods We analyzed daily time-series data on mean temperature and all-cause mortality from 2011 to 2019. Using principal component analysis (PCA), we clustered district-level healthcare resource indicators into three principal components (PCs). To estimate district-specific heatwave-mortality risk, we used a distributed lag model with a quasi-Poisson distribution. Furthermore, a meta-regression was performed to examine the association between healthcare resources and heatwave-mortality risk. Findings A total of 310,363 deaths were analyzed in 74 districts. The lag-cumulative heatwave-related mortality (RRs) ranged from 1.12 (95% confidence interval [CI]: 1.07, 1.17) to 1.21 (95% CI 1.05, 1.38), depending on the definitions used for heatwaves. Of the three PCs for healthcare resources (PC1: pre-hospital emergency medical service, PC2: hospital resources, PC3: timely access), timely access was associated with reduced risk of heatwave-related mortality, particularly among the elderly. Specifically, timely access to any emergency room (ER) exhibited the strongest association with lower heatwave-related mortality. Interpretation Our findings suggest that timely access to any ER is more effective in reducing heatwave-related mortality risk than access to higher-level healthcare facilities, especially among the elderly. Therefore, healthcare resource factors and ER accessibility should be prioritized when identifying vulnerable populations for heatwaves, along with known individual and socio-demographic factors. Funding This work was supported by the Research Program funded by the Korea Disease Control and Prevention Agency (2022-12-303), the National Research Foundation of Korea (NRF) grant funded by the Korean government (MSIT) (No. 2022R1A2C2092353) and the MD-PhD/Medical Scientist Training Program through the Korea Health Industry Development Institute (KHIDI), funded by the Ministry of Health & Welfare, Republic of Korea. Copyright (c) 2024 The Authors. Published by Elsevier Ltd. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). Health 2024;45: Published https://doi.org/10. 1016/j.lanwpc.2024. 101022-
dc.description.statementOfResponsibilityopen-
dc.languageEnglish-
dc.publisherElsevier Ltd-
dc.relation.isPartOfLANCET REGIONAL HEALTH-WESTERN PACIFIC-
dc.relation.isPartOfLANCET REGIONAL HEALTH-WESTERN PACIFIC-
dc.rightsCC BY-NC-ND 2.0 KR-
dc.titleTimely accessibility to healthcare resources and heatwave-related mortality in 7 major cities of South Korea: a two-stage approach with principal component analysis-
dc.typeArticle-
dc.contributor.collegeCollege of Medicine (의과대학)-
dc.contributor.departmentDept. of Biomedical Systems Informatics (의생명시스템정보학교실)-
dc.contributor.googleauthorLee, Jungsil-
dc.contributor.googleauthorMin, Jieun-
dc.contributor.googleauthorLee, Whanhee-
dc.contributor.googleauthorSun, Kyongmin-
dc.contributor.googleauthorCha, Won Chul-
dc.contributor.googleauthorPark, Chaerin-
dc.contributor.googleauthorKang, Cinoo-
dc.contributor.googleauthorYang, Juyeon-
dc.contributor.googleauthorKwon, Dohoon-
dc.contributor.googleauthorKwag, Youngrin-
dc.contributor.googleauthorOh, Jongmin-
dc.contributor.googleauthorRyoo, Jae-Hong-
dc.contributor.googleauthorHa, Eunhee-
dc.identifier.doi10.1016/j.lanwpc.2024.101022-
dc.relation.journalcodeJ04623-
dc.identifier.eissn2666-6065-
dc.identifier.pmid38344132-
dc.subject.keywordClimate change-
dc.subject.keywordExtreme temperatures-
dc.subject.keywordHeatwaves-
dc.subject.keywordMortality-
dc.subject.keywordHealthcare service-
dc.subject.keywordResources-
dc.subject.keywordAccessibility-
dc.subject.keywordEmergency care-
dc.subject.keywordPrincipal component analysis-
dc.contributor.affiliatedAuthorYang, Juyeon-
dc.identifier.scopusid2-s2.0-85184002299-
dc.identifier.wosid001183584900001-
dc.citation.volume45-
dc.identifier.bibliographicCitationLANCET REGIONAL HEALTH-WESTERN PACIFIC, Vol.45, 2024-04-
dc.identifier.rimsid84999-
dc.type.rimsART-
dc.description.journalClass1-
dc.description.journalClass1-
dc.subject.keywordAuthorClimate change-
dc.subject.keywordAuthorExtreme temperatures-
dc.subject.keywordAuthorHeatwaves-
dc.subject.keywordAuthorMortality-
dc.subject.keywordAuthorHealthcare service-
dc.subject.keywordAuthorResources-
dc.subject.keywordAuthorAccessibility-
dc.subject.keywordAuthorEmergency care-
dc.subject.keywordAuthorPrincipal component analysis-
dc.subject.keywordPlusHOSPITAL ADMISSIONS-
dc.subject.keywordPlusTEMPORAL-CHANGES-
dc.subject.keywordPlusHOT WEATHER-
dc.subject.keywordPlusWAVE-
dc.subject.keywordPlusTEMPERATURE-
dc.subject.keywordPlusEXTREMES-
dc.subject.keywordPlusBURDEN-
dc.subject.keywordPlusSEOUL-
dc.type.docTypeArticle-
dc.description.isOpenAccessY-
dc.description.journalRegisteredClassscie-
dc.description.journalRegisteredClassssci-
dc.description.journalRegisteredClassscopus-
dc.relation.journalWebOfScienceCategoryHealth Care Sciences & Services-
dc.relation.journalWebOfScienceCategoryPublic, Environmental & Occupational Health-
dc.relation.journalResearchAreaHealth Care Sciences & Services-
dc.relation.journalResearchAreaPublic, Environmental & Occupational Health-
dc.identifier.articleno101022-
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