Crises social sensing: longitudinal monitoring of social perceptions of systemic risk during public health crisis

Detalhes bibliográficos
Autor(a) principal: Gaspar, Rui
Data de Publicação: 2023
Outros Autores: Domingos, Samuel, Toscano, Hugo, Filipe, Jessica, Leiras, Gisela, Raposo, Beatriz, Pereira, Cicero Roberto, Godinho, Cristina, Francisco, Rita, Silva, Claudia, Arriaga, Miguel Telo de
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10451/56133
Resumo: Monitoring how different people – as ‘social sensors’ – evaluate and respond to crisis such as pandemics, allows tailoring crisis communication to the social perceptions of the situation, at different moments. To gather such evidence, we proposed a index of social perceptions of systemic risk (SPSR), as an indicator of a situational threat compromising risks to physical health, psychological health, the economy, social relations, health system, and others. This indicator was the core of a social sensing approach applied to crisis situations, implemented during the COVID-19 pandemic through a content analysis of more than 130.000 public com-ments from Facebook™ users, in COVID-19 related publications. This content coding allowed creating a SPSR index monitored during a one-year descriptive longitudinal analysis. This index correlated with co-occurring events within the social system, namely epidemiological indicators across measurement cycles (e.g. new deaths; cumulative num-ber of infection cases; Intensive Care Unit hospitalizations) and tended to reflect the epidemiological situation severity (e.g. with the highest level registered during the worst pandemic wave). However, discrepancies also occurred, with high SPSR registered in a low severity situation, i.e. low number of hospitalizations and deaths (e.g. school year beginning), or low SPSR in a high severity situation (e.g. 2nd pandemic wave during Christmas), showing other factors beyond the epidemiological situation contributing to the social perceptions. After each ‘crisis period’ with SPSR peaking, there was a ‘restoration period’, consistently decreasing towards average levels of the previous measurement cycle. This can either indicate social resilience (recovery and resources potentiation) or risk attenuation after a high-severity period. This study serves as preliminary proof of concept of a crises social sensing approach, enabling monitoring of social system dynamics for various crisis types, such as health crisis or the climate crisis.
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spelling Crises social sensing: longitudinal monitoring of social perceptions of systemic risk during public health crisisCOVID-19SARS-CoV-2CrisesSocial sensingSystemic risksCrisis communicationMonitoring how different people – as ‘social sensors’ – evaluate and respond to crisis such as pandemics, allows tailoring crisis communication to the social perceptions of the situation, at different moments. To gather such evidence, we proposed a index of social perceptions of systemic risk (SPSR), as an indicator of a situational threat compromising risks to physical health, psychological health, the economy, social relations, health system, and others. This indicator was the core of a social sensing approach applied to crisis situations, implemented during the COVID-19 pandemic through a content analysis of more than 130.000 public com-ments from Facebook™ users, in COVID-19 related publications. This content coding allowed creating a SPSR index monitored during a one-year descriptive longitudinal analysis. This index correlated with co-occurring events within the social system, namely epidemiological indicators across measurement cycles (e.g. new deaths; cumulative num-ber of infection cases; Intensive Care Unit hospitalizations) and tended to reflect the epidemiological situation severity (e.g. with the highest level registered during the worst pandemic wave). However, discrepancies also occurred, with high SPSR registered in a low severity situation, i.e. low number of hospitalizations and deaths (e.g. school year beginning), or low SPSR in a high severity situation (e.g. 2nd pandemic wave during Christmas), showing other factors beyond the epidemiological situation contributing to the social perceptions. After each ‘crisis period’ with SPSR peaking, there was a ‘restoration period’, consistently decreasing towards average levels of the previous measurement cycle. This can either indicate social resilience (recovery and resources potentiation) or risk attenuation after a high-severity period. This study serves as preliminary proof of concept of a crises social sensing approach, enabling monitoring of social system dynamics for various crisis types, such as health crisis or the climate crisis.Taylor and FrancisRepositório da Universidade de LisboaGaspar, RuiDomingos, SamuelToscano, HugoFilipe, JessicaLeiras, GiselaRaposo, BeatrizPereira, Cicero RobertoGodinho, CristinaFrancisco, RitaSilva, ClaudiaArriaga, Miguel Telo de2023-02-03T11:29:13Z20232023-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10451/56133engGaspar, R., Domingos, S., Toscano, H., Filipe, J., Leiras, G., Raposo, B., Pereira, C., Godinho, C., Francisco, R., Silva, C. & Arriaga, M. T. (2023) Crises social sensing: longitudinal monitoring of social perceptions of systemic risk during public health crisis. Journal of Risk Research, 26(4), 345-3661366-987710.1080/13669877.2023.2170450info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-11-08T17:03:31Zoai:repositorio.ul.pt:10451/56133Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T22:06:40.684034Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Crises social sensing: longitudinal monitoring of social perceptions of systemic risk during public health crisis
title Crises social sensing: longitudinal monitoring of social perceptions of systemic risk during public health crisis
spellingShingle Crises social sensing: longitudinal monitoring of social perceptions of systemic risk during public health crisis
Gaspar, Rui
COVID-19
SARS-CoV-2
Crises
Social sensing
Systemic risks
Crisis communication
title_short Crises social sensing: longitudinal monitoring of social perceptions of systemic risk during public health crisis
title_full Crises social sensing: longitudinal monitoring of social perceptions of systemic risk during public health crisis
title_fullStr Crises social sensing: longitudinal monitoring of social perceptions of systemic risk during public health crisis
title_full_unstemmed Crises social sensing: longitudinal monitoring of social perceptions of systemic risk during public health crisis
title_sort Crises social sensing: longitudinal monitoring of social perceptions of systemic risk during public health crisis
author Gaspar, Rui
author_facet Gaspar, Rui
Domingos, Samuel
Toscano, Hugo
Filipe, Jessica
Leiras, Gisela
Raposo, Beatriz
Pereira, Cicero Roberto
Godinho, Cristina
Francisco, Rita
Silva, Claudia
Arriaga, Miguel Telo de
author_role author
author2 Domingos, Samuel
Toscano, Hugo
Filipe, Jessica
Leiras, Gisela
Raposo, Beatriz
Pereira, Cicero Roberto
Godinho, Cristina
Francisco, Rita
Silva, Claudia
Arriaga, Miguel Telo de
author2_role author
author
author
author
author
author
author
author
author
author
dc.contributor.none.fl_str_mv Repositório da Universidade de Lisboa
dc.contributor.author.fl_str_mv Gaspar, Rui
Domingos, Samuel
Toscano, Hugo
Filipe, Jessica
Leiras, Gisela
Raposo, Beatriz
Pereira, Cicero Roberto
Godinho, Cristina
Francisco, Rita
Silva, Claudia
Arriaga, Miguel Telo de
dc.subject.por.fl_str_mv COVID-19
SARS-CoV-2
Crises
Social sensing
Systemic risks
Crisis communication
topic COVID-19
SARS-CoV-2
Crises
Social sensing
Systemic risks
Crisis communication
description Monitoring how different people – as ‘social sensors’ – evaluate and respond to crisis such as pandemics, allows tailoring crisis communication to the social perceptions of the situation, at different moments. To gather such evidence, we proposed a index of social perceptions of systemic risk (SPSR), as an indicator of a situational threat compromising risks to physical health, psychological health, the economy, social relations, health system, and others. This indicator was the core of a social sensing approach applied to crisis situations, implemented during the COVID-19 pandemic through a content analysis of more than 130.000 public com-ments from Facebook™ users, in COVID-19 related publications. This content coding allowed creating a SPSR index monitored during a one-year descriptive longitudinal analysis. This index correlated with co-occurring events within the social system, namely epidemiological indicators across measurement cycles (e.g. new deaths; cumulative num-ber of infection cases; Intensive Care Unit hospitalizations) and tended to reflect the epidemiological situation severity (e.g. with the highest level registered during the worst pandemic wave). However, discrepancies also occurred, with high SPSR registered in a low severity situation, i.e. low number of hospitalizations and deaths (e.g. school year beginning), or low SPSR in a high severity situation (e.g. 2nd pandemic wave during Christmas), showing other factors beyond the epidemiological situation contributing to the social perceptions. After each ‘crisis period’ with SPSR peaking, there was a ‘restoration period’, consistently decreasing towards average levels of the previous measurement cycle. This can either indicate social resilience (recovery and resources potentiation) or risk attenuation after a high-severity period. This study serves as preliminary proof of concept of a crises social sensing approach, enabling monitoring of social system dynamics for various crisis types, such as health crisis or the climate crisis.
publishDate 2023
dc.date.none.fl_str_mv 2023-02-03T11:29:13Z
2023
2023-01-01T00:00:00Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10451/56133
url http://hdl.handle.net/10451/56133
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Gaspar, R., Domingos, S., Toscano, H., Filipe, J., Leiras, G., Raposo, B., Pereira, C., Godinho, C., Francisco, R., Silva, C. & Arriaga, M. T. (2023) Crises social sensing: longitudinal monitoring of social perceptions of systemic risk during public health crisis. Journal of Risk Research, 26(4), 345-366
1366-9877
10.1080/13669877.2023.2170450
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Taylor and Francis
publisher.none.fl_str_mv Taylor and Francis
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
institution RCAAP
reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
repository.mail.fl_str_mv
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