Assessing the effectiveness of quarantine measures during the COVID-19 pandemic in Chile using Bayesian structural time series models

dc.contributor.affiliationUniversidad de Las Americas - Chile
dc.contributor.affiliationUniversidad de Concepcion
dc.contributor.affiliationUniversidad del Bio-Bio
dc.contributor.authorBarria-Sandoval, Claudia
dc.contributor.authorFerreira, Guillermo
dc.contributor.authorLagos, Bernardo
dc.contributor.authorMontecino Bacigalupo, Carola
dc.date.accessioned2024-09-03T19:21:05Z
dc.date.available2024-09-03T19:21:05Z
dc.date.issued2022-12
dc.description.abstractBackground: With the emergence of the COVID-19 pandemic, all existing health protocols were tested under the worst health crisis humanity has experienced since the Black Death in the 14th century. Countries in Latin America have been the epicenter of the COVID-19 pandemic, with more than 1.5 million people killed. Worldwide health measures have included quarantines, border closures, social distancing, and mask use, among others. In particular, Chile implemented total or partial quarantine measures depending on the number of infections in each region of the country. Therefore, it is necessary to study the effectiveness of these quarantines in relation to the public health measures implemented by government entities at the national level.Objective: The main objective of this study is to analyze the effectiveness of national- and region-level quarantines in Chile during the pandemic based on information published by the Chilean Ministry of Health, and answers to the following question are sought: Were quarantine measures in Chile effective during the COVID-19 pandemic?Methods: The causal effect between the rates of COVID-19 infections and the population rates in Phase 1 and Phase 2 quarantines in the period from March 2020 to March 2021 in different regions of Chile were evaluated using intervention analyses obtained through Bayesian structural time series models. In addition, the Kendall correlation coefficient obtained through the copula approach was used to evaluate the comovement between these rates.Results: In 75% of the Chilean regions under study (12 regions out of a total of 16), an effective Phase 1 quarantine, which was implemented to control and reduce the number of cases of COVID-19 infection, was observed. The main regions that experienced a decrease in cases were those located in the north and center of Chile. Regarding Phase 2, the COVID19 pandemic was effectively managed in 31% (5 out of 16) of the regions. In the southcentral and extreme southern regions of Chile, the effectiveness of these phases was null.Conclusion: The findings indicate that in the northern and central regions of Chile, the Phase 1 quarantine application period was an effective strategy to prevent an increase in COVID-19 infections. The same observation was made with respect to Phase 2, which was effective in five regions of northern Chile; in the rest of the regions, the effectiveness of these phases was weak or null. (c) 2022 The Authors. Publishing services by Elsevier B.V. on behalf of KeAi Communications Co. Ltd. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
dc.format.mimetypeapplication/pdf
dc.identifier.citationInfectious Disease Modelling, 7(4), 625-636. https://doi.org/10.1016/j.idm.2022.08.007
dc.identifier.doihttps://doi.org/10.1016/j.idm.2022.08.007
dc.identifier.issn2468-0427
dc.identifier.orcidhttps://orcid.org/0000-0002-7233-9885
dc.identifier.orcidhttps://orcid.org/0000-0002-5665-6303
dc.identifier.orcidhttps://orcid.org/0000-0001-5250-193X
dc.identifier.orcidhttps://orcid.org/0000-0001-7067-7373
dc.identifier.pmid36124082
dc.identifier.researcheridKYR-5364-2024
dc.identifier.rorhttps://ror.org/0460jpj73
dc.identifier.rorhttps://ror.org/04dndfk38
dc.identifier.rorhttps://ror.org/0166e9x11
dc.identifier.scopusauthorid57222059380
dc.identifier.scopusauthorid54395216900
dc.identifier.scopusauthorid6508275383
dc.identifier.scopusauthorid57930791800
dc.identifier.urihttps://repositorio.udla.cl/handle/udla/1596
dc.language.isoeng
dc.publisherElsevier BV
dc.relation.isindexedbyWeb of Science
dc.rights.accessrightsinfo:eu-repo/semantics/openAccess
dc.rights.urihttps://www.elsevier.com/tdm/userlicense/1.0/
dc.sourceINFECTIOUS DISEASE MODELLING
dc.source.urihttps://www.sciencedirect.com/science/article/pii/S2468042722000677
dc.subjectComovement
dc.subjectBayesian time series models
dc.subjectNovel coronavirus 2010 MSC
dc.titleAssessing the effectiveness of quarantine measures during the COVID-19 pandemic in Chile using Bayesian structural time series models
dc.title.alternativeAssessing the effectiveness of quarantine measures during the COVID-19 pandemic in Chile using Bayesian structural time series models.
dc.typejournal article
dc.type.coarhttp://purl.org/coar/resource_type/c_6501
dc.type.driverinfo:eu-repo/semantics/article
dc.udla.catalogadorCBM
oaire.citation.endPage636
oaire.citation.issue4
oaire.citation.startPage625
oaire.citation.titleINFECTIOUS DISEASE MODELLING
oaire.citation.volume7
udla.curacion.controljmvg
udla.odsODS 3: Salud y bienestar

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