Social markers of a pandemic: modeling the association between cultural norms and COVID-19 spread data

While cross-national differences of the epidemic curves of COVID-19 become evident, social markers of such variability are still unexplored. In order to investigate how certain social norms may underlie the heterogeneity of the spread of infections, global social data (including cultural values, ind...

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Autores:
Tipo de recurso:
Article of investigation
Fecha de publicación:
2020
Institución:
Universidad de Bogotá Jorge Tadeo Lozano
Repositorio:
Expeditio: repositorio UTadeo
Idioma:
eng
OAI Identifier:
oai:expeditiorepositorio.utadeo.edu.co:20.500.12010/13363
Acceso en línea:
https://doi.org/10.1057/s41599-020-00590-z
http://hdl.handle.net/20.500.12010/13363
Palabra clave:
Social markers of a pandemic
Cultural norms
COVID-19
Síndrome respiratorio agudo grave
COVID-19
SARS-CoV-2
Coronavirus
Rights
License
Abierto (Texto Completo)
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oai_identifier_str oai:expeditiorepositorio.utadeo.edu.co:20.500.12010/13363
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dc.title.spa.fl_str_mv Social markers of a pandemic: modeling the association between cultural norms and COVID-19 spread data
title Social markers of a pandemic: modeling the association between cultural norms and COVID-19 spread data
spellingShingle Social markers of a pandemic: modeling the association between cultural norms and COVID-19 spread data
Social markers of a pandemic
Cultural norms
COVID-19
Síndrome respiratorio agudo grave
COVID-19
SARS-CoV-2
Coronavirus
title_short Social markers of a pandemic: modeling the association between cultural norms and COVID-19 spread data
title_full Social markers of a pandemic: modeling the association between cultural norms and COVID-19 spread data
title_fullStr Social markers of a pandemic: modeling the association between cultural norms and COVID-19 spread data
title_full_unstemmed Social markers of a pandemic: modeling the association between cultural norms and COVID-19 spread data
title_sort Social markers of a pandemic: modeling the association between cultural norms and COVID-19 spread data
dc.subject.spa.fl_str_mv Social markers of a pandemic
Cultural norms
COVID-19
topic Social markers of a pandemic
Cultural norms
COVID-19
Síndrome respiratorio agudo grave
COVID-19
SARS-CoV-2
Coronavirus
dc.subject.lemb.spa.fl_str_mv Síndrome respiratorio agudo grave
COVID-19
SARS-CoV-2
Coronavirus
description While cross-national differences of the epidemic curves of COVID-19 become evident, social markers of such variability are still unexplored. In order to investigate how certain social norms may underlie the heterogeneity of the spread of infections, global social data (including cultural values, indices of prosperity, and government effectiveness) and covariates (such as climate zone, economic indicator, and healthcare access and quality) of early transmission dynamics of COVID-19 were collected. Model-based clustering and random forest regression analysis were applied to identify distinct groups of societies and explore predictors of COVID-19 doubling time. Clustering revealed four groups: (1) reserved; (2) drifting; (3) assertive; and (4) compliant societies. Compliant societies from dry climate zones showed the highest doubling times in spite of increased population densities. Most relevant predictors of doubling time were population density, freedom of assembly and association, and agency, underlining the importance of social factors in the hetereogeneity of COVID-19 transmission rates. Our cluster typology might contribute to the explanation of cross-national variability in early transmission dynamics of highly infectious diseases.
publishDate 2020
dc.date.accessioned.none.fl_str_mv 2020-09-17T16:34:43Z
dc.date.available.none.fl_str_mv 2020-09-17T16:34:43Z
dc.date.created.none.fl_str_mv 2020
dc.type.local.spa.fl_str_mv Artículo
dc.type.coar.spa.fl_str_mv http://purl.org/coar/resource_type/c_2df8fbb1
format http://purl.org/coar/resource_type/c_2df8fbb1
dc.identifier.issn.spa.fl_str_mv 2055-1045
dc.identifier.other.spa.fl_str_mv https://doi.org/10.1057/s41599-020-00590-z
dc.identifier.uri.none.fl_str_mv http://hdl.handle.net/20.500.12010/13363
dc.identifier.doi.spa.fl_str_mv https://doi.org/10.1057/s41599-020-00590-z
identifier_str_mv 2055-1045
url https://doi.org/10.1057/s41599-020-00590-z
http://hdl.handle.net/20.500.12010/13363
dc.language.iso.spa.fl_str_mv eng
language eng
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rights_invalid_str_mv Abierto (Texto Completo)
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dc.format.extent.spa.fl_str_mv 9 páginas
dc.format.mimetype.spa.fl_str_mv application/pdf
dc.publisher.spa.fl_str_mv Humanities and social sciences communications
dc.source.spa.fl_str_mv reponame:Expeditio Repositorio Institucional UJTL
instname:Universidad de Bogotá Jorge Tadeo Lozano
instname_str Universidad de Bogotá Jorge Tadeo Lozano
institution Universidad de Bogotá Jorge Tadeo Lozano
reponame_str Expeditio Repositorio Institucional UJTL
collection Expeditio Repositorio Institucional UJTL
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spelling 2020-09-17T16:34:43Z2020-09-17T16:34:43Z20202055-1045https://doi.org/10.1057/s41599-020-00590-zhttp://hdl.handle.net/20.500.12010/13363https://doi.org/10.1057/s41599-020-00590-zWhile cross-national differences of the epidemic curves of COVID-19 become evident, social markers of such variability are still unexplored. In order to investigate how certain social norms may underlie the heterogeneity of the spread of infections, global social data (including cultural values, indices of prosperity, and government effectiveness) and covariates (such as climate zone, economic indicator, and healthcare access and quality) of early transmission dynamics of COVID-19 were collected. Model-based clustering and random forest regression analysis were applied to identify distinct groups of societies and explore predictors of COVID-19 doubling time. Clustering revealed four groups: (1) reserved; (2) drifting; (3) assertive; and (4) compliant societies. Compliant societies from dry climate zones showed the highest doubling times in spite of increased population densities. Most relevant predictors of doubling time were population density, freedom of assembly and association, and agency, underlining the importance of social factors in the hetereogeneity of COVID-19 transmission rates. Our cluster typology might contribute to the explanation of cross-national variability in early transmission dynamics of highly infectious diseases.9 páginasapplication/pdfengHumanities and social sciences communicationsreponame:Expeditio Repositorio Institucional UJTLinstname:Universidad de Bogotá Jorge Tadeo LozanoSocial markers of a pandemicCultural normsCOVID-19Síndrome respiratorio agudo graveCOVID-19SARS-CoV-2CoronavirusSocial markers of a pandemic: modeling the association between cultural norms and COVID-19 spread dataArtículohttp://purl.org/coar/resource_type/c_2df8fbb1Abierto (Texto Completo)http://purl.org/coar/access_right/c_abf2Kapitány-Fövény, MátéSulyok, MihályORIGINALs41599-020-00590-z.pdfs41599-020-00590-z.pdfVer artículoapplication/pdf1210111https://expeditiorepositorio.utadeo.edu.co/bitstream/20.500.12010/13363/1/s41599-020-00590-z.pdfacfb927c0108b38ac3041106a91fbe40MD51open accessLICENSElicense.txtlicense.txttext/plain; charset=utf-82938https://expeditiorepositorio.utadeo.edu.co/bitstream/20.500.12010/13363/2/license.txtabceeb1c943c50d3343516f9dbfc110fMD52open accessTHUMBNAILs41599-020-00590-z.pdf.jpgs41599-020-00590-z.pdf.jpgIM Thumbnailimage/jpeg16493https://expeditiorepositorio.utadeo.edu.co/bitstream/20.500.12010/13363/3/s41599-020-00590-z.pdf.jpg7485e0c410a0ad21cd870632bbb3282bMD53open access20.500.12010/13363oai:expeditiorepositorio.utadeo.edu.co:20.500.12010/133632020-09-17 11:34:43.311open accessRepositorio Institucional - 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