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Revealed versus potential spatial accessibility of healthcare and changing patterns during the COVID-19 pandemic
BACKGROUND: Timely access to healthcare is essential but measuring access is challenging. Prior research focused on analyzing potential travel times to healthcare under optimal mobility scenarios that do not incorporate direct observations of human mobility, potentially underestimating the barriers...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10624905/ https://www.ncbi.nlm.nih.gov/pubmed/37923904 http://dx.doi.org/10.1038/s43856-023-00384-9 |
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author | Gligorić, Kristina Kamath, Chaitanya Weiss, Daniel J. Bavadekar, Shailesh Liu, Yun Shekel, Tomer Schulman, Kevin Gabrilovich, Evgeniy |
author_facet | Gligorić, Kristina Kamath, Chaitanya Weiss, Daniel J. Bavadekar, Shailesh Liu, Yun Shekel, Tomer Schulman, Kevin Gabrilovich, Evgeniy |
author_sort | Gligorić, Kristina |
collection | PubMed |
description | BACKGROUND: Timely access to healthcare is essential but measuring access is challenging. Prior research focused on analyzing potential travel times to healthcare under optimal mobility scenarios that do not incorporate direct observations of human mobility, potentially underestimating the barriers to receiving care for many populations. METHODS: We introduce an approach for measuring accessibility by utilizing travel times to healthcare facilities from aggregated and anonymized smartphone Location History data. We measure these revealed travel times to healthcare facilities in over 100 countries and juxtapose our findings with potential (optimal) travel times estimated using Google Maps directions. We then quantify changes in revealed accessibility associated with the COVID-19 pandemic. RESULTS: We find that revealed travel time differs substantially from potential travel time; in all but 4 countries this difference exceeds 30 minutes, and in 49 countries it exceeds 60 minutes. Substantial variation in revealed healthcare accessibility is observed and correlates with life expectancy (⍴=−0.70) and infant mortality (⍴=0.59), with this association remaining significant after adjusting for potential accessibility and wealth. The COVID-19 pandemic altered the patterns of healthcare access, especially for populations dependent on public transportation. CONCLUSIONS: Our metrics based on empirical data indicate that revealed travel times exceed potential travel times in many regions. During COVID-19, inequitable accessibility was exacerbated. In conjunction with other relevant data, these findings provide a resource to help public health policymakers identify underserved populations and promote health equity by formulating policies and directing resources towards areas and populations most in need. |
format | Online Article Text |
id | pubmed-10624905 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-106249052023-11-05 Revealed versus potential spatial accessibility of healthcare and changing patterns during the COVID-19 pandemic Gligorić, Kristina Kamath, Chaitanya Weiss, Daniel J. Bavadekar, Shailesh Liu, Yun Shekel, Tomer Schulman, Kevin Gabrilovich, Evgeniy Commun Med (Lond) Article BACKGROUND: Timely access to healthcare is essential but measuring access is challenging. Prior research focused on analyzing potential travel times to healthcare under optimal mobility scenarios that do not incorporate direct observations of human mobility, potentially underestimating the barriers to receiving care for many populations. METHODS: We introduce an approach for measuring accessibility by utilizing travel times to healthcare facilities from aggregated and anonymized smartphone Location History data. We measure these revealed travel times to healthcare facilities in over 100 countries and juxtapose our findings with potential (optimal) travel times estimated using Google Maps directions. We then quantify changes in revealed accessibility associated with the COVID-19 pandemic. RESULTS: We find that revealed travel time differs substantially from potential travel time; in all but 4 countries this difference exceeds 30 minutes, and in 49 countries it exceeds 60 minutes. Substantial variation in revealed healthcare accessibility is observed and correlates with life expectancy (⍴=−0.70) and infant mortality (⍴=0.59), with this association remaining significant after adjusting for potential accessibility and wealth. The COVID-19 pandemic altered the patterns of healthcare access, especially for populations dependent on public transportation. CONCLUSIONS: Our metrics based on empirical data indicate that revealed travel times exceed potential travel times in many regions. During COVID-19, inequitable accessibility was exacerbated. In conjunction with other relevant data, these findings provide a resource to help public health policymakers identify underserved populations and promote health equity by formulating policies and directing resources towards areas and populations most in need. Nature Publishing Group UK 2023-11-03 /pmc/articles/PMC10624905/ /pubmed/37923904 http://dx.doi.org/10.1038/s43856-023-00384-9 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Gligorić, Kristina Kamath, Chaitanya Weiss, Daniel J. Bavadekar, Shailesh Liu, Yun Shekel, Tomer Schulman, Kevin Gabrilovich, Evgeniy Revealed versus potential spatial accessibility of healthcare and changing patterns during the COVID-19 pandemic |
title | Revealed versus potential spatial accessibility of healthcare and changing patterns during the COVID-19 pandemic |
title_full | Revealed versus potential spatial accessibility of healthcare and changing patterns during the COVID-19 pandemic |
title_fullStr | Revealed versus potential spatial accessibility of healthcare and changing patterns during the COVID-19 pandemic |
title_full_unstemmed | Revealed versus potential spatial accessibility of healthcare and changing patterns during the COVID-19 pandemic |
title_short | Revealed versus potential spatial accessibility of healthcare and changing patterns during the COVID-19 pandemic |
title_sort | revealed versus potential spatial accessibility of healthcare and changing patterns during the covid-19 pandemic |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10624905/ https://www.ncbi.nlm.nih.gov/pubmed/37923904 http://dx.doi.org/10.1038/s43856-023-00384-9 |
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