Changes in Healthcare Utilization After the 2022 Seoul Metropolitan Flood: Applying a Generalized Synthetic Control Approach

Abstract Floods can have adverse health effects and impose a burden on healthcare systems. However, the potential consequences of floods on specific medical causes in densely populated metropolitan cities has not been characterized yet. Therefore, we evaluate the changes in healthcare utilization pa...

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Main Authors: Marnpyung Jang, Jaeyoung Yoon, Yeseul Yun, Jaiyong Kim, Hoyeon Jang, Tarik Benmarhnia, Changwoo Han
Format: Article
Language:English
Published: American Geophysical Union (AGU) 2024-10-01
Series:GeoHealth
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Online Access:https://doi.org/10.1029/2024GH001084
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author Marnpyung Jang
Jaeyoung Yoon
Yeseul Yun
Jaiyong Kim
Hoyeon Jang
Tarik Benmarhnia
Changwoo Han
author_facet Marnpyung Jang
Jaeyoung Yoon
Yeseul Yun
Jaiyong Kim
Hoyeon Jang
Tarik Benmarhnia
Changwoo Han
author_sort Marnpyung Jang
collection DOAJ
description Abstract Floods can have adverse health effects and impose a burden on healthcare systems. However, the potential consequences of floods on specific medical causes in densely populated metropolitan cities has not been characterized yet. Therefore, we evaluate the changes in healthcare utilization patterns after the 2022 Seoul flood using nationwide health insurance data. Based on the flood inundation map, districts within the flooded municipalities of Seoul were classified as severe‐(n = 12), mild‐(n = 22), or non‐(n = 38) flood‐affected districts. Capitalizing on the timing of the flood as a natural experiment, a generalized synthetic control method was applied to estimate changes in the number of disease‐specific hospital visits in flood‐affected districts during 2 weeks after the flood. We found excess hospital visits for external injuries (20.2 visits, 95% CI: −6.0, 45.2) and fewer visits for pregnancy and puerperium (−3.0 visits, 95% CI: −5.1, −0.5) in residents of flooded districts. When comparing severe‐ and non‐flood districts, the increase in hospital visits for external injuries (56.2 visits, 95% CI: 17.2, 93.2) and a decrease in hospital visits related to pregnancy and puerperium (−5.3 visits, 95% CI: −8.4, −1.6) were prominent in residents living in severe‐flood affected districts. Disease specific analysis showed an increase in hospital visits for injuries to the elbow and forearm, ankle and foot injuries, and chronic lower respiratory diseases in severe‐flood‐affected districts. However, these impacts were not observed when comparing the mild‐ and non‐flood‐affected districts. Our study suggests an immediate and substantial change in medical demand following flood exposure, highlighting the importance of public health responses after flood events.
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spelling doaj-art-4cfea8360f324aca8ca8892bcc25a03d2025-08-20T02:12:20ZengAmerican Geophysical Union (AGU)GeoHealth2471-14032024-10-01810n/an/a10.1029/2024GH001084Changes in Healthcare Utilization After the 2022 Seoul Metropolitan Flood: Applying a Generalized Synthetic Control ApproachMarnpyung Jang0Jaeyoung Yoon1Yeseul Yun2Jaiyong Kim3Hoyeon Jang4Tarik Benmarhnia5Changwoo Han6Chungnam National University College of Medicine Daejeon KoreaChungnam National University College of Medicine Daejeon KoreaNARA Space Technology Seoul KoreaDepartment of Big Data Research and Development National Health Insurance Service Wonju KoreaDepartment of Big Data Research and Development National Health Insurance Service Wonju KoreaScripps Institution of Oceanography UC San Diego La Jolla CA USAScripps Institution of Oceanography UC San Diego La Jolla CA USAAbstract Floods can have adverse health effects and impose a burden on healthcare systems. However, the potential consequences of floods on specific medical causes in densely populated metropolitan cities has not been characterized yet. Therefore, we evaluate the changes in healthcare utilization patterns after the 2022 Seoul flood using nationwide health insurance data. Based on the flood inundation map, districts within the flooded municipalities of Seoul were classified as severe‐(n = 12), mild‐(n = 22), or non‐(n = 38) flood‐affected districts. Capitalizing on the timing of the flood as a natural experiment, a generalized synthetic control method was applied to estimate changes in the number of disease‐specific hospital visits in flood‐affected districts during 2 weeks after the flood. We found excess hospital visits for external injuries (20.2 visits, 95% CI: −6.0, 45.2) and fewer visits for pregnancy and puerperium (−3.0 visits, 95% CI: −5.1, −0.5) in residents of flooded districts. When comparing severe‐ and non‐flood districts, the increase in hospital visits for external injuries (56.2 visits, 95% CI: 17.2, 93.2) and a decrease in hospital visits related to pregnancy and puerperium (−5.3 visits, 95% CI: −8.4, −1.6) were prominent in residents living in severe‐flood affected districts. Disease specific analysis showed an increase in hospital visits for injuries to the elbow and forearm, ankle and foot injuries, and chronic lower respiratory diseases in severe‐flood‐affected districts. However, these impacts were not observed when comparing the mild‐ and non‐flood‐affected districts. Our study suggests an immediate and substantial change in medical demand following flood exposure, highlighting the importance of public health responses after flood events.https://doi.org/10.1029/2024GH001084floodhealth effecthospital useexternal injurysynthetic control
spellingShingle Marnpyung Jang
Jaeyoung Yoon
Yeseul Yun
Jaiyong Kim
Hoyeon Jang
Tarik Benmarhnia
Changwoo Han
Changes in Healthcare Utilization After the 2022 Seoul Metropolitan Flood: Applying a Generalized Synthetic Control Approach
GeoHealth
flood
health effect
hospital use
external injury
synthetic control
title Changes in Healthcare Utilization After the 2022 Seoul Metropolitan Flood: Applying a Generalized Synthetic Control Approach
title_full Changes in Healthcare Utilization After the 2022 Seoul Metropolitan Flood: Applying a Generalized Synthetic Control Approach
title_fullStr Changes in Healthcare Utilization After the 2022 Seoul Metropolitan Flood: Applying a Generalized Synthetic Control Approach
title_full_unstemmed Changes in Healthcare Utilization After the 2022 Seoul Metropolitan Flood: Applying a Generalized Synthetic Control Approach
title_short Changes in Healthcare Utilization After the 2022 Seoul Metropolitan Flood: Applying a Generalized Synthetic Control Approach
title_sort changes in healthcare utilization after the 2022 seoul metropolitan flood applying a generalized synthetic control approach
topic flood
health effect
hospital use
external injury
synthetic control
url https://doi.org/10.1029/2024GH001084
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