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Emotions in Covid-19 Twitter discourse following the introduction of social contact restrictions in Central Europe

AIM: Non-pharmaceutical interventions such as lockdowns have played a critical role in preventing the spread of the Covid-19 pandemic, but may increase psychological burden. This study sought to examine emotions reflected in social media discourse following the introduction of social contact restric...

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Autores principales: Hanschmidt, Franz, Kersting, Anette
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8252989/
https://www.ncbi.nlm.nih.gov/pubmed/34230875
http://dx.doi.org/10.1007/s10389-021-01613-y
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author Hanschmidt, Franz
Kersting, Anette
author_facet Hanschmidt, Franz
Kersting, Anette
author_sort Hanschmidt, Franz
collection PubMed
description AIM: Non-pharmaceutical interventions such as lockdowns have played a critical role in preventing the spread of the Covid-19 pandemic, but may increase psychological burden. This study sought to examine emotions reflected in social media discourse following the introduction of social contact restrictions in Central Europe. SUBJECTS AND METHODS: German-language Twitter posts containing ‘#corona’ and ‘#covid-19’ were collected between 2020/03/18 – 2020/04/24. A total of 79,760 tweets were included in the final analysis. Rates of expressions of positive emotion, anxiety, sadness and anger were compared over time. Bi-term topic models were applied to extract topics of discussion and examine association with emotions. RESULTS: Rates of anxiety, sadness and positive emotion decreased in the period following the introduction of social contact restrictions. A total of 16 topics were associated with emotions, which related to four general themes: social contact restrictions, life during lockdown, infection-related issues, and impact of the pandemic on public and private life. Several unique patterns of association between topics and emotions emerged. CONCLUSION: Results suggest decreasing polarity of emotions among the public following the introduction of social contact restrictions. Monitoring of social media activity may prove beneficial for an adaptive understanding of changing public concerns during the Covid-19 pandemic.
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spelling pubmed-82529892021-07-02 Emotions in Covid-19 Twitter discourse following the introduction of social contact restrictions in Central Europe Hanschmidt, Franz Kersting, Anette Z Gesundh Wiss Original Article AIM: Non-pharmaceutical interventions such as lockdowns have played a critical role in preventing the spread of the Covid-19 pandemic, but may increase psychological burden. This study sought to examine emotions reflected in social media discourse following the introduction of social contact restrictions in Central Europe. SUBJECTS AND METHODS: German-language Twitter posts containing ‘#corona’ and ‘#covid-19’ were collected between 2020/03/18 – 2020/04/24. A total of 79,760 tweets were included in the final analysis. Rates of expressions of positive emotion, anxiety, sadness and anger were compared over time. Bi-term topic models were applied to extract topics of discussion and examine association with emotions. RESULTS: Rates of anxiety, sadness and positive emotion decreased in the period following the introduction of social contact restrictions. A total of 16 topics were associated with emotions, which related to four general themes: social contact restrictions, life during lockdown, infection-related issues, and impact of the pandemic on public and private life. Several unique patterns of association between topics and emotions emerged. CONCLUSION: Results suggest decreasing polarity of emotions among the public following the introduction of social contact restrictions. Monitoring of social media activity may prove beneficial for an adaptive understanding of changing public concerns during the Covid-19 pandemic. Springer Berlin Heidelberg 2021-07-02 2023 /pmc/articles/PMC8252989/ /pubmed/34230875 http://dx.doi.org/10.1007/s10389-021-01613-y Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Original Article
Hanschmidt, Franz
Kersting, Anette
Emotions in Covid-19 Twitter discourse following the introduction of social contact restrictions in Central Europe
title Emotions in Covid-19 Twitter discourse following the introduction of social contact restrictions in Central Europe
title_full Emotions in Covid-19 Twitter discourse following the introduction of social contact restrictions in Central Europe
title_fullStr Emotions in Covid-19 Twitter discourse following the introduction of social contact restrictions in Central Europe
title_full_unstemmed Emotions in Covid-19 Twitter discourse following the introduction of social contact restrictions in Central Europe
title_short Emotions in Covid-19 Twitter discourse following the introduction of social contact restrictions in Central Europe
title_sort emotions in covid-19 twitter discourse following the introduction of social contact restrictions in central europe
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8252989/
https://www.ncbi.nlm.nih.gov/pubmed/34230875
http://dx.doi.org/10.1007/s10389-021-01613-y
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