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

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 mortali...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:The Lancet regional health. Western Pacific 2024-04, Vol.45, p.101022-101022, Article 101022
Hauptverfasser: Lee, Jungsil, Min, Jieun, Lee, Whanhee, Sun, Kyongmin, Cha, Won Chul, Park, Chaerin, Kang, Cinoo, Yang, Juyeon, Kwon, Dohoon, Kwag, Youngrin, Oh, Jongmin, Ryoo, Jae-Hong, Ha, Eunhee
Format: Artikel
Sprache:eng
Schlagworte:
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
container_end_page 101022
container_issue
container_start_page 101022
container_title The Lancet regional health. Western Pacific
container_volume 45
creator Lee, Jungsil
Min, Jieun
Lee, Whanhee
Sun, Kyongmin
Cha, Won Chul
Park, Chaerin
Kang, Cinoo
Yang, Juyeon
Kwon, Dohoon
Kwag, Youngrin
Oh, Jongmin
Ryoo, Jae-Hong
Ha, Eunhee
description 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. 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. 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. 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. 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.
doi_str_mv 10.1016/j.lanwpc.2024.101022
format Article
fullrecord <record><control><sourceid>proquest_pubme</sourceid><recordid>TN_cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_10851204</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><els_id>S2666606524000166</els_id><sourcerecordid>2926073818</sourcerecordid><originalsourceid>FETCH-LOGICAL-c413t-9c7ba59f2edfaa2dfbc5a708f091a29a96f66260c0f1c016214c920d1558fe1d3</originalsourceid><addsrcrecordid>eNp9UU1v1DAUjBCIVqX_ACEfuWSxncSbcAChqnyIShwoZ-vty3PjlRMH27ur_T_8ULykVOXCyZZn5s34TVG8FHwluFBvtisH02HGleSyPj1xKZ8U51IpVSqumqeP7mfFZYxbzrlsRCU6_rw4q9qqrkUlz4tft3Ykd2SASDHajXU2HVnybCBwaUAIxAJFvwsZZzD1JyAdYE9lIAeJejb6kOCPzE5szUbY-sDQJpsF3rDvfpcG9tUHgrcMWDr4Mia4IwbzHDzgwA42E-ZgJ7QzOIZ-nP1EU8p24I7RxhfFMwMu0uX9eVH8-Hh9e_W5vPn26cvVh5sS82dS2eF6A01nJPUGQPZmgw2seWt4J0B20CmjlFQcuRGYtyhFjZ3kvWia1pDoq4vi_TJ33m1G6jFnCOB0jjZCOGoPVv-LTHbQd36vBW8bIXmdJ7y-nxD8zx3FpEcbkVxui_wuatll_3XVijZT64WKwccYyDz4CK5PJeutXkrWp5L1UnKWvXqc8UH0t9JMeLcQKG9qbynoiJYmpN4GwqR7b__v8Bv5_78S</addsrcrecordid><sourcetype>Open Access Repository</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2926073818</pqid></control><display><type>article</type><title>Timely accessibility to healthcare resources and heatwave-related mortality in 7 major cities of South Korea: a two-stage approach with principal component analysis</title><source>DOAJ Directory of Open Access Journals</source><source>PubMed Central</source><source>Alma/SFX Local Collection</source><source>EZB Electronic Journals Library</source><creator>Lee, Jungsil ; Min, Jieun ; Lee, Whanhee ; Sun, Kyongmin ; Cha, Won Chul ; Park, Chaerin ; Kang, Cinoo ; Yang, Juyeon ; Kwon, Dohoon ; Kwag, Youngrin ; Oh, Jongmin ; Ryoo, Jae-Hong ; Ha, Eunhee</creator><creatorcontrib>Lee, Jungsil ; Min, Jieun ; Lee, Whanhee ; Sun, Kyongmin ; Cha, Won Chul ; Park, Chaerin ; Kang, Cinoo ; Yang, Juyeon ; Kwon, Dohoon ; Kwag, Youngrin ; Oh, Jongmin ; Ryoo, Jae-Hong ; Ha, Eunhee</creatorcontrib><description>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. 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. 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. 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. 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 &amp; Welfare, Republic of Korea.</description><identifier>ISSN: 2666-6065</identifier><identifier>EISSN: 2666-6065</identifier><identifier>DOI: 10.1016/j.lanwpc.2024.101022</identifier><identifier>PMID: 38344132</identifier><language>eng</language><publisher>England: Elsevier Ltd</publisher><subject>Accessibility ; Climate change ; Emergency care ; Extreme temperatures ; Healthcare service ; Heatwaves ; Mortality ; Principal component analysis ; Resources</subject><ispartof>The Lancet regional health. Western Pacific, 2024-04, Vol.45, p.101022-101022, Article 101022</ispartof><rights>2024 The Authors</rights><rights>2024 The Authors.</rights><rights>2024 The Authors 2024</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c413t-9c7ba59f2edfaa2dfbc5a708f091a29a96f66260c0f1c016214c920d1558fe1d3</cites><orcidid>0000-0002-4224-3858 ; 0000-0002-7621-5150 ; 0000-0001-5031-7557 ; 0000-0001-5723-9061 ; 0000-0002-1777-4972 ; 0000-0002-2980-6943 ; 0000-0002-6230-7257 ; 0000-0002-3231-2493 ; 0000-0002-5232-1426</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC10851204/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC10851204/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,723,776,780,860,881,27901,27902,53766,53768</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/38344132$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Lee, Jungsil</creatorcontrib><creatorcontrib>Min, Jieun</creatorcontrib><creatorcontrib>Lee, Whanhee</creatorcontrib><creatorcontrib>Sun, Kyongmin</creatorcontrib><creatorcontrib>Cha, Won Chul</creatorcontrib><creatorcontrib>Park, Chaerin</creatorcontrib><creatorcontrib>Kang, Cinoo</creatorcontrib><creatorcontrib>Yang, Juyeon</creatorcontrib><creatorcontrib>Kwon, Dohoon</creatorcontrib><creatorcontrib>Kwag, Youngrin</creatorcontrib><creatorcontrib>Oh, Jongmin</creatorcontrib><creatorcontrib>Ryoo, Jae-Hong</creatorcontrib><creatorcontrib>Ha, Eunhee</creatorcontrib><title>Timely accessibility to healthcare resources and heatwave-related mortality in 7 major cities of South Korea: a two-stage approach with principal component analysis</title><title>The Lancet regional health. Western Pacific</title><addtitle>Lancet Reg Health West Pac</addtitle><description>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. 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. 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. 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. 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 &amp; Welfare, Republic of Korea.</description><subject>Accessibility</subject><subject>Climate change</subject><subject>Emergency care</subject><subject>Extreme temperatures</subject><subject>Healthcare service</subject><subject>Heatwaves</subject><subject>Mortality</subject><subject>Principal component analysis</subject><subject>Resources</subject><issn>2666-6065</issn><issn>2666-6065</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><recordid>eNp9UU1v1DAUjBCIVqX_ACEfuWSxncSbcAChqnyIShwoZ-vty3PjlRMH27ur_T_8ULykVOXCyZZn5s34TVG8FHwluFBvtisH02HGleSyPj1xKZ8U51IpVSqumqeP7mfFZYxbzrlsRCU6_rw4q9qqrkUlz4tft3Ykd2SASDHajXU2HVnybCBwaUAIxAJFvwsZZzD1JyAdYE9lIAeJejb6kOCPzE5szUbY-sDQJpsF3rDvfpcG9tUHgrcMWDr4Mia4IwbzHDzgwA42E-ZgJ7QzOIZ-nP1EU8p24I7RxhfFMwMu0uX9eVH8-Hh9e_W5vPn26cvVh5sS82dS2eF6A01nJPUGQPZmgw2seWt4J0B20CmjlFQcuRGYtyhFjZ3kvWia1pDoq4vi_TJ33m1G6jFnCOB0jjZCOGoPVv-LTHbQd36vBW8bIXmdJ7y-nxD8zx3FpEcbkVxui_wuatll_3XVijZT64WKwccYyDz4CK5PJeutXkrWp5L1UnKWvXqc8UH0t9JMeLcQKG9qbynoiJYmpN4GwqR7b__v8Bv5_78S</recordid><startdate>20240401</startdate><enddate>20240401</enddate><creator>Lee, Jungsil</creator><creator>Min, Jieun</creator><creator>Lee, Whanhee</creator><creator>Sun, Kyongmin</creator><creator>Cha, Won Chul</creator><creator>Park, Chaerin</creator><creator>Kang, Cinoo</creator><creator>Yang, Juyeon</creator><creator>Kwon, Dohoon</creator><creator>Kwag, Youngrin</creator><creator>Oh, Jongmin</creator><creator>Ryoo, Jae-Hong</creator><creator>Ha, Eunhee</creator><general>Elsevier Ltd</general><general>Elsevier</general><scope>6I.</scope><scope>AAFTH</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>5PM</scope><orcidid>https://orcid.org/0000-0002-4224-3858</orcidid><orcidid>https://orcid.org/0000-0002-7621-5150</orcidid><orcidid>https://orcid.org/0000-0001-5031-7557</orcidid><orcidid>https://orcid.org/0000-0001-5723-9061</orcidid><orcidid>https://orcid.org/0000-0002-1777-4972</orcidid><orcidid>https://orcid.org/0000-0002-2980-6943</orcidid><orcidid>https://orcid.org/0000-0002-6230-7257</orcidid><orcidid>https://orcid.org/0000-0002-3231-2493</orcidid><orcidid>https://orcid.org/0000-0002-5232-1426</orcidid></search><sort><creationdate>20240401</creationdate><title>Timely accessibility to healthcare resources and heatwave-related mortality in 7 major cities of South Korea: a two-stage approach with principal component analysis</title><author>Lee, Jungsil ; Min, Jieun ; Lee, Whanhee ; Sun, Kyongmin ; Cha, Won Chul ; Park, Chaerin ; Kang, Cinoo ; Yang, Juyeon ; Kwon, Dohoon ; Kwag, Youngrin ; Oh, Jongmin ; Ryoo, Jae-Hong ; Ha, Eunhee</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c413t-9c7ba59f2edfaa2dfbc5a708f091a29a96f66260c0f1c016214c920d1558fe1d3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Accessibility</topic><topic>Climate change</topic><topic>Emergency care</topic><topic>Extreme temperatures</topic><topic>Healthcare service</topic><topic>Heatwaves</topic><topic>Mortality</topic><topic>Principal component analysis</topic><topic>Resources</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Lee, Jungsil</creatorcontrib><creatorcontrib>Min, Jieun</creatorcontrib><creatorcontrib>Lee, Whanhee</creatorcontrib><creatorcontrib>Sun, Kyongmin</creatorcontrib><creatorcontrib>Cha, Won Chul</creatorcontrib><creatorcontrib>Park, Chaerin</creatorcontrib><creatorcontrib>Kang, Cinoo</creatorcontrib><creatorcontrib>Yang, Juyeon</creatorcontrib><creatorcontrib>Kwon, Dohoon</creatorcontrib><creatorcontrib>Kwag, Youngrin</creatorcontrib><creatorcontrib>Oh, Jongmin</creatorcontrib><creatorcontrib>Ryoo, Jae-Hong</creatorcontrib><creatorcontrib>Ha, Eunhee</creatorcontrib><collection>ScienceDirect Open Access Titles</collection><collection>Elsevier:ScienceDirect:Open Access</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>The Lancet regional health. Western Pacific</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Lee, Jungsil</au><au>Min, Jieun</au><au>Lee, Whanhee</au><au>Sun, Kyongmin</au><au>Cha, Won Chul</au><au>Park, Chaerin</au><au>Kang, Cinoo</au><au>Yang, Juyeon</au><au>Kwon, Dohoon</au><au>Kwag, Youngrin</au><au>Oh, Jongmin</au><au>Ryoo, Jae-Hong</au><au>Ha, Eunhee</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Timely accessibility to healthcare resources and heatwave-related mortality in 7 major cities of South Korea: a two-stage approach with principal component analysis</atitle><jtitle>The Lancet regional health. Western Pacific</jtitle><addtitle>Lancet Reg Health West Pac</addtitle><date>2024-04-01</date><risdate>2024</risdate><volume>45</volume><spage>101022</spage><epage>101022</epage><pages>101022-101022</pages><artnum>101022</artnum><issn>2666-6065</issn><eissn>2666-6065</eissn><abstract>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. 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. 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. 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. 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 &amp; Welfare, Republic of Korea.</abstract><cop>England</cop><pub>Elsevier Ltd</pub><pmid>38344132</pmid><doi>10.1016/j.lanwpc.2024.101022</doi><tpages>1</tpages><orcidid>https://orcid.org/0000-0002-4224-3858</orcidid><orcidid>https://orcid.org/0000-0002-7621-5150</orcidid><orcidid>https://orcid.org/0000-0001-5031-7557</orcidid><orcidid>https://orcid.org/0000-0001-5723-9061</orcidid><orcidid>https://orcid.org/0000-0002-1777-4972</orcidid><orcidid>https://orcid.org/0000-0002-2980-6943</orcidid><orcidid>https://orcid.org/0000-0002-6230-7257</orcidid><orcidid>https://orcid.org/0000-0002-3231-2493</orcidid><orcidid>https://orcid.org/0000-0002-5232-1426</orcidid><oa>free_for_read</oa></addata></record>
fulltext fulltext
identifier ISSN: 2666-6065
ispartof The Lancet regional health. Western Pacific, 2024-04, Vol.45, p.101022-101022, Article 101022
issn 2666-6065
2666-6065
language eng
recordid cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_10851204
source DOAJ Directory of Open Access Journals; PubMed Central; Alma/SFX Local Collection; EZB Electronic Journals Library
subjects Accessibility
Climate change
Emergency care
Extreme temperatures
Healthcare service
Heatwaves
Mortality
Principal component analysis
Resources
title Timely accessibility to healthcare resources and heatwave-related mortality in 7 major cities of South Korea: a two-stage approach with principal component analysis
url https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-02-11T23%3A47%3A28IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_pubme&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Timely%20accessibility%20to%20healthcare%20resources%20and%20heatwave-related%20mortality%20in%207%20major%20cities%20of%20South%20Korea:%20a%20two-stage%20approach%20with%20principal%20component%20analysis&rft.jtitle=The%20Lancet%20regional%20health.%20Western%20Pacific&rft.au=Lee,%20Jungsil&rft.date=2024-04-01&rft.volume=45&rft.spage=101022&rft.epage=101022&rft.pages=101022-101022&rft.artnum=101022&rft.issn=2666-6065&rft.eissn=2666-6065&rft_id=info:doi/10.1016/j.lanwpc.2024.101022&rft_dat=%3Cproquest_pubme%3E2926073818%3C/proquest_pubme%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=2926073818&rft_id=info:pmid/38344132&rft_els_id=S2666606524000166&rfr_iscdi=true