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Interaction between travel restriction policies and the spread of COVID-19
To investigate the interaction between travel restriction policies and the spread of COVID-19, we collected data on human mobility trends, population density, Gross Domestic Product (GDP) per capita, daily new confirmed cases (or deaths), and the total confirmed cases (or deaths), as well as governm...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier Ltd.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10086066/ https://www.ncbi.nlm.nih.gov/pubmed/37065273 http://dx.doi.org/10.1016/j.tranpol.2023.04.002 |
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author | Meng, Xin Guo, Mingxue Gao, Ziyou Kang, Liujiang |
author_facet | Meng, Xin Guo, Mingxue Gao, Ziyou Kang, Liujiang |
author_sort | Meng, Xin |
collection | PubMed |
description | To investigate the interaction between travel restriction policies and the spread of COVID-19, we collected data on human mobility trends, population density, Gross Domestic Product (GDP) per capita, daily new confirmed cases (or deaths), and the total confirmed cases (or deaths), as well as governmental travel restriction policies from 33 countries. The data collection period was from April 2020 to February 2022, resulting in 24,090 data points. We then developed a structural causal model to describe the causal relationship between these variables. Using the Dowhy method to solve the developed model, we found several significant results that passed the refutation test. Specifically, travel restriction policies played an important role in slowing the spread of COVID-19 until May 2021. International travel controls and school closures had an impact on reducing the spread of the pandemic beyond the impact of travel restrictions. Additionally, May 2021 marked a turning point in the spread of COVID-19 as it became more infectious, but the mortality rate gradually decreased. The impact of travel restriction policies on human mobility and the pandemic diminished over time. Overall, the cancellation of public events and restrictions on public gatherings were more effective than other travel restriction policies. Our findings provide insights into the effects of travel restriction policies and travel behavioral changes on the spread of COVID-19, while controlling for informational and other confounding variables. This experience can be applied in the future to respond to emergent infectious diseases. |
format | Online Article Text |
id | pubmed-10086066 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Elsevier Ltd. |
record_format | MEDLINE/PubMed |
spelling | pubmed-100860662023-04-11 Interaction between travel restriction policies and the spread of COVID-19 Meng, Xin Guo, Mingxue Gao, Ziyou Kang, Liujiang Transp Policy (Oxf) Article To investigate the interaction between travel restriction policies and the spread of COVID-19, we collected data on human mobility trends, population density, Gross Domestic Product (GDP) per capita, daily new confirmed cases (or deaths), and the total confirmed cases (or deaths), as well as governmental travel restriction policies from 33 countries. The data collection period was from April 2020 to February 2022, resulting in 24,090 data points. We then developed a structural causal model to describe the causal relationship between these variables. Using the Dowhy method to solve the developed model, we found several significant results that passed the refutation test. Specifically, travel restriction policies played an important role in slowing the spread of COVID-19 until May 2021. International travel controls and school closures had an impact on reducing the spread of the pandemic beyond the impact of travel restrictions. Additionally, May 2021 marked a turning point in the spread of COVID-19 as it became more infectious, but the mortality rate gradually decreased. The impact of travel restriction policies on human mobility and the pandemic diminished over time. Overall, the cancellation of public events and restrictions on public gatherings were more effective than other travel restriction policies. Our findings provide insights into the effects of travel restriction policies and travel behavioral changes on the spread of COVID-19, while controlling for informational and other confounding variables. This experience can be applied in the future to respond to emergent infectious diseases. Elsevier Ltd. 2023-06 2023-04-11 /pmc/articles/PMC10086066/ /pubmed/37065273 http://dx.doi.org/10.1016/j.tranpol.2023.04.002 Text en © 2023 Elsevier Ltd. All rights reserved. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active. |
spellingShingle | Article Meng, Xin Guo, Mingxue Gao, Ziyou Kang, Liujiang Interaction between travel restriction policies and the spread of COVID-19 |
title | Interaction between travel restriction policies and the spread of COVID-19 |
title_full | Interaction between travel restriction policies and the spread of COVID-19 |
title_fullStr | Interaction between travel restriction policies and the spread of COVID-19 |
title_full_unstemmed | Interaction between travel restriction policies and the spread of COVID-19 |
title_short | Interaction between travel restriction policies and the spread of COVID-19 |
title_sort | interaction between travel restriction policies and the spread of covid-19 |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10086066/ https://www.ncbi.nlm.nih.gov/pubmed/37065273 http://dx.doi.org/10.1016/j.tranpol.2023.04.002 |
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