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Mobility and the effective reproduction rate of COVID-19
OBJECTIVES: Due to the infectiousness of COVID-19, the mobility of individuals has sharply decreased, both in response to government policy and self-protection. This analysis seeks to understand how mobility reductions reduce the spread of the coronavirus (SAR-CoV-2), using readily available data so...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier Ltd.
2021
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7843082/ https://www.ncbi.nlm.nih.gov/pubmed/33542894 http://dx.doi.org/10.1016/j.jth.2021.101016 |
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author | Noland, Robert B. |
author_facet | Noland, Robert B. |
author_sort | Noland, Robert B. |
collection | PubMed |
description | OBJECTIVES: Due to the infectiousness of COVID-19, the mobility of individuals has sharply decreased, both in response to government policy and self-protection. This analysis seeks to understand how mobility reductions reduce the spread of the coronavirus (SAR-CoV-2), using readily available data sources. METHODS: Mobility data from Google is correlated with estimates of the effective reproduction rate, R(t), which is a measure of viral infectiousness (Google, 2020). The Google mobility data provides estimates of reductions in mobility, for six types of trips and activities. R(t) for US states are downloaded from an on-line platform that derives daily estimates based on data from the Covid Tracking Project (Wissel et al., 2020; Systrom et al., 2020). Fixed effects models are estimated relating mean R(t) and 80% upper level credible interval estimates to changes in mobility and a time-trend value and with both 7-day and 14-day lags. RESULTS: All mobility variables are correlated with median R(t) and the upper level credible interval of R(t). Staying at home is effective at reducing R(t,). Time spent at parks has a small positive effect, while other activities all have larger positive effects. The time trend is negative suggesting increases in self-protective behavior. Predictions suggest that returning to baseline levels of activity for retail, transit, and workplaces, will increase R(t) above 1.0, but not for other activities. Mobility reductions of about 20–40% are needed to achieve an R(t) below 1.0 (for the upper level 80% credible interval) and even larger reductions to achieve an R(t) below 0.7. CONCLUSIONS: Policy makers need to be cautious with encouraging return to normal mobility behavior, especially returns to workplaces, transit, and retail locations. Activity at parks appears to not increase R(t) as much. This research also demonstrates the value of using on-line data sources to conduct rapid policy-relevant analysis of emerging issues. |
format | Online Article Text |
id | pubmed-7843082 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Elsevier Ltd. |
record_format | MEDLINE/PubMed |
spelling | pubmed-78430822021-01-29 Mobility and the effective reproduction rate of COVID-19 Noland, Robert B. J Transp Health Article OBJECTIVES: Due to the infectiousness of COVID-19, the mobility of individuals has sharply decreased, both in response to government policy and self-protection. This analysis seeks to understand how mobility reductions reduce the spread of the coronavirus (SAR-CoV-2), using readily available data sources. METHODS: Mobility data from Google is correlated with estimates of the effective reproduction rate, R(t), which is a measure of viral infectiousness (Google, 2020). The Google mobility data provides estimates of reductions in mobility, for six types of trips and activities. R(t) for US states are downloaded from an on-line platform that derives daily estimates based on data from the Covid Tracking Project (Wissel et al., 2020; Systrom et al., 2020). Fixed effects models are estimated relating mean R(t) and 80% upper level credible interval estimates to changes in mobility and a time-trend value and with both 7-day and 14-day lags. RESULTS: All mobility variables are correlated with median R(t) and the upper level credible interval of R(t). Staying at home is effective at reducing R(t,). Time spent at parks has a small positive effect, while other activities all have larger positive effects. The time trend is negative suggesting increases in self-protective behavior. Predictions suggest that returning to baseline levels of activity for retail, transit, and workplaces, will increase R(t) above 1.0, but not for other activities. Mobility reductions of about 20–40% are needed to achieve an R(t) below 1.0 (for the upper level 80% credible interval) and even larger reductions to achieve an R(t) below 0.7. CONCLUSIONS: Policy makers need to be cautious with encouraging return to normal mobility behavior, especially returns to workplaces, transit, and retail locations. Activity at parks appears to not increase R(t) as much. This research also demonstrates the value of using on-line data sources to conduct rapid policy-relevant analysis of emerging issues. Elsevier Ltd. 2021-03 2021-01-28 /pmc/articles/PMC7843082/ /pubmed/33542894 http://dx.doi.org/10.1016/j.jth.2021.101016 Text en © 2021 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 Noland, Robert B. Mobility and the effective reproduction rate of COVID-19 |
title | Mobility and the effective reproduction rate of COVID-19 |
title_full | Mobility and the effective reproduction rate of COVID-19 |
title_fullStr | Mobility and the effective reproduction rate of COVID-19 |
title_full_unstemmed | Mobility and the effective reproduction rate of COVID-19 |
title_short | Mobility and the effective reproduction rate of COVID-19 |
title_sort | mobility and the effective reproduction rate of covid-19 |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7843082/ https://www.ncbi.nlm.nih.gov/pubmed/33542894 http://dx.doi.org/10.1016/j.jth.2021.101016 |
work_keys_str_mv | AT nolandrobertb mobilityandtheeffectivereproductionrateofcovid19 |