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Population mobility reductions associated with travel restrictions during the Ebola epidemic in Sierra Leone: use of mobile phone data
BACKGROUND: Travel restrictions were implemented on an unprecedented scale in 2015 in Sierra Leone to contain and eliminate Ebola virus disease. However, the impact of epidemic travel restrictions on mobility itself remains difficult to measure with traditional methods. New ‘big data’ approaches usi...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6208277/ https://www.ncbi.nlm.nih.gov/pubmed/29947788 http://dx.doi.org/10.1093/ije/dyy095 |
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author | Peak, Corey M Wesolowski, Amy zu Erbach-Schoenberg, Elisabeth Tatem, Andrew J Wetter, Erik Lu, Xin Power, Daniel Weidman-Grunewald, Elaine Ramos, Sergio Moritz, Simon Buckee, Caroline O Bengtsson, Linus |
author_facet | Peak, Corey M Wesolowski, Amy zu Erbach-Schoenberg, Elisabeth Tatem, Andrew J Wetter, Erik Lu, Xin Power, Daniel Weidman-Grunewald, Elaine Ramos, Sergio Moritz, Simon Buckee, Caroline O Bengtsson, Linus |
author_sort | Peak, Corey M |
collection | PubMed |
description | BACKGROUND: Travel restrictions were implemented on an unprecedented scale in 2015 in Sierra Leone to contain and eliminate Ebola virus disease. However, the impact of epidemic travel restrictions on mobility itself remains difficult to measure with traditional methods. New ‘big data’ approaches using mobile phone data can provide, in near real-time, the type of information needed to guide and evaluate control measures. METHODS: We analysed anonymous mobile phone call detail records (CDRs) from a leading operator in Sierra Leone between 20 March and 1 July in 2015. We used an anomaly detection algorithm to assess changes in travel during a national ‘stay at home’ lockdown from 27 to 29 March. To measure the magnitude of these changes and to assess effect modification by region and historical Ebola burden, we performed a time series analysis and a crossover analysis. RESULTS: Routinely collected mobile phone data revealed a dramatic reduction in human mobility during a 3-day lockdown in Sierra Leone. The number of individuals relocating between chiefdoms decreased by 31% within 15 km, by 46% for 15–30 km and by 76% for distances greater than 30 km. This effect was highly heterogeneous in space, with higher impact in regions with higher Ebola incidence. Travel quickly returned to normal patterns after the restrictions were lifted. CONCLUSIONS: The effects of travel restrictions on mobility can be large, targeted and measurable in near real-time. With appropriate anonymization protocols, mobile phone data should play a central role in guiding and monitoring interventions for epidemic containment. |
format | Online Article Text |
id | pubmed-6208277 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-62082772018-11-05 Population mobility reductions associated with travel restrictions during the Ebola epidemic in Sierra Leone: use of mobile phone data Peak, Corey M Wesolowski, Amy zu Erbach-Schoenberg, Elisabeth Tatem, Andrew J Wetter, Erik Lu, Xin Power, Daniel Weidman-Grunewald, Elaine Ramos, Sergio Moritz, Simon Buckee, Caroline O Bengtsson, Linus Int J Epidemiol Infectious Disease BACKGROUND: Travel restrictions were implemented on an unprecedented scale in 2015 in Sierra Leone to contain and eliminate Ebola virus disease. However, the impact of epidemic travel restrictions on mobility itself remains difficult to measure with traditional methods. New ‘big data’ approaches using mobile phone data can provide, in near real-time, the type of information needed to guide and evaluate control measures. METHODS: We analysed anonymous mobile phone call detail records (CDRs) from a leading operator in Sierra Leone between 20 March and 1 July in 2015. We used an anomaly detection algorithm to assess changes in travel during a national ‘stay at home’ lockdown from 27 to 29 March. To measure the magnitude of these changes and to assess effect modification by region and historical Ebola burden, we performed a time series analysis and a crossover analysis. RESULTS: Routinely collected mobile phone data revealed a dramatic reduction in human mobility during a 3-day lockdown in Sierra Leone. The number of individuals relocating between chiefdoms decreased by 31% within 15 km, by 46% for 15–30 km and by 76% for distances greater than 30 km. This effect was highly heterogeneous in space, with higher impact in regions with higher Ebola incidence. Travel quickly returned to normal patterns after the restrictions were lifted. CONCLUSIONS: The effects of travel restrictions on mobility can be large, targeted and measurable in near real-time. With appropriate anonymization protocols, mobile phone data should play a central role in guiding and monitoring interventions for epidemic containment. Oxford University Press 2018-10 2018-06-26 /pmc/articles/PMC6208277/ /pubmed/29947788 http://dx.doi.org/10.1093/ije/dyy095 Text en © The Author(s) 2018. Published by Oxford University Press on behalf of the International Epidemiological Association. http://creativecommons.org/licenses/by-nc/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Infectious Disease Peak, Corey M Wesolowski, Amy zu Erbach-Schoenberg, Elisabeth Tatem, Andrew J Wetter, Erik Lu, Xin Power, Daniel Weidman-Grunewald, Elaine Ramos, Sergio Moritz, Simon Buckee, Caroline O Bengtsson, Linus Population mobility reductions associated with travel restrictions during the Ebola epidemic in Sierra Leone: use of mobile phone data |
title | Population mobility reductions associated with travel restrictions during the Ebola epidemic in Sierra Leone: use of mobile phone data |
title_full | Population mobility reductions associated with travel restrictions during the Ebola epidemic in Sierra Leone: use of mobile phone data |
title_fullStr | Population mobility reductions associated with travel restrictions during the Ebola epidemic in Sierra Leone: use of mobile phone data |
title_full_unstemmed | Population mobility reductions associated with travel restrictions during the Ebola epidemic in Sierra Leone: use of mobile phone data |
title_short | Population mobility reductions associated with travel restrictions during the Ebola epidemic in Sierra Leone: use of mobile phone data |
title_sort | population mobility reductions associated with travel restrictions during the ebola epidemic in sierra leone: use of mobile phone data |
topic | Infectious Disease |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6208277/ https://www.ncbi.nlm.nih.gov/pubmed/29947788 http://dx.doi.org/10.1093/ije/dyy095 |
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