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Social Media Behavior and Emotional Evolution during Emergency Events
Online social networks have recently become a vital source for emergency event news and the consequent venting of emotions. However, knowledge on what drives user emotion and behavioral responses to emergency event developments are still limited. Therefore, unlike previous studies that have only exp...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8469477/ https://www.ncbi.nlm.nih.gov/pubmed/34574883 http://dx.doi.org/10.3390/healthcare9091109 |
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author | Gu, Mingyun Guo, Haixiang Zhuang, Jun |
author_facet | Gu, Mingyun Guo, Haixiang Zhuang, Jun |
author_sort | Gu, Mingyun |
collection | PubMed |
description | Online social networks have recently become a vital source for emergency event news and the consequent venting of emotions. However, knowledge on what drives user emotion and behavioral responses to emergency event developments are still limited. Therefore, unlike previous studies that have only explored trending themes and public sentiment in social media, this study sought to develop a holistic framework to assess the impact of emergency developments on emotions and behavior by exploring the evolution of trending themes and public sentiments in social media posts as a focal event developed. By examining the event timelines and the associated hashtags on the popular Chinese social media site Sina-Weibo, the 2019 Wuxi viaduct collapse accident was taken as the research object and the event timeline and the Sina-Weibo tagging function focused on to analyze the behaviors and emotional changes in the social media users and elucidate the correlations. It can conclude that: (i) There were some social media rules being adhered to and that new focused news from the same event impacted user behavior and the popularity of previous thematic discussions. (ii) While the most critical function for users appeared to express their emotions, the user foci changed when recent focus news emerged. (iii) As the news of the collapse deepened, the change in user sentiment was found to be positively correlated with the information released by personal-authentication accounts. This research provides a new perspective on the extraction of information from social media platforms in emergencies and social-emotional transmission rules. |
format | Online Article Text |
id | pubmed-8469477 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-84694772021-09-27 Social Media Behavior and Emotional Evolution during Emergency Events Gu, Mingyun Guo, Haixiang Zhuang, Jun Healthcare (Basel) Article Online social networks have recently become a vital source for emergency event news and the consequent venting of emotions. However, knowledge on what drives user emotion and behavioral responses to emergency event developments are still limited. Therefore, unlike previous studies that have only explored trending themes and public sentiment in social media, this study sought to develop a holistic framework to assess the impact of emergency developments on emotions and behavior by exploring the evolution of trending themes and public sentiments in social media posts as a focal event developed. By examining the event timelines and the associated hashtags on the popular Chinese social media site Sina-Weibo, the 2019 Wuxi viaduct collapse accident was taken as the research object and the event timeline and the Sina-Weibo tagging function focused on to analyze the behaviors and emotional changes in the social media users and elucidate the correlations. It can conclude that: (i) There were some social media rules being adhered to and that new focused news from the same event impacted user behavior and the popularity of previous thematic discussions. (ii) While the most critical function for users appeared to express their emotions, the user foci changed when recent focus news emerged. (iii) As the news of the collapse deepened, the change in user sentiment was found to be positively correlated with the information released by personal-authentication accounts. This research provides a new perspective on the extraction of information from social media platforms in emergencies and social-emotional transmission rules. MDPI 2021-08-27 /pmc/articles/PMC8469477/ /pubmed/34574883 http://dx.doi.org/10.3390/healthcare9091109 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Gu, Mingyun Guo, Haixiang Zhuang, Jun Social Media Behavior and Emotional Evolution during Emergency Events |
title | Social Media Behavior and Emotional Evolution during Emergency Events |
title_full | Social Media Behavior and Emotional Evolution during Emergency Events |
title_fullStr | Social Media Behavior and Emotional Evolution during Emergency Events |
title_full_unstemmed | Social Media Behavior and Emotional Evolution during Emergency Events |
title_short | Social Media Behavior and Emotional Evolution during Emergency Events |
title_sort | social media behavior and emotional evolution during emergency events |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8469477/ https://www.ncbi.nlm.nih.gov/pubmed/34574883 http://dx.doi.org/10.3390/healthcare9091109 |
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