Multiplicity and dynamics of social representations of the COVID-19 pandemic on Chinese social media from 2019 to 2020

被引:10
|
作者
Chen, Anfan [1 ]
Zhang, Jingwen [2 ]
Liao, Wang [3 ]
Luo, Chen [4 ]
Shen, Cuihua [3 ]
Feng, Bo [3 ]
机构
[1] Univ Sci & Technol China, Sci Commun Dept, Hefei, Anhui, Peoples R China
[2] Univ Calif Davis, Dept Commun, Dept Publ Hlth Sci, Davis, CA 95616 USA
[3] Univ Calif Davis, Dept Commun, Davis, CA USA
[4] Tsinghua Univ, Sch Journalism & Commun, Beijing, Peoples R China
关键词
COVID-19; Health communication; Machine learning; Social media; Social representation; Global pandemic recovery; NETWORK ANALYSIS; CRISIS; SARS; COMMUNICATION; ATTITUDES;
D O I
10.1016/j.ipm.2022.102990
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Documenting the emergent social representations of COVID-19 in public communication is necessary for critically reflecting on pandemic responses and providing guidance for global pandemic recovery policies and practices. This study documents the dynamics of changing social representations of the COVID-19 pandemic on one of the largest Chinese social media, Weibo, from December 2019 to April 2020. We draw on the social representation theory (SRT) and conceptualize topics and topic networks as a form of social representation. We analyzed a dataset of 40 million COVID-19 related posts from 9.7 million users (including the general public, opinion leaders, and organizations) using machine learning methods. We identified 12 topics and found an expansion in social representations of COVID-19 from a clinical and epidemiological perspective to a broader perspective that integrated personal illness experiences with economic and sociopolitical discourses. Discussions about COVID-19 science did not take a prominent position in the representations, suggesting a lack of effective science and risk communication. Further, we found the strongest association of social representations existed between the public and opinion leaders and the organizations' representations did not align much with the other two groups, suggesting a lack of organizations' influence in public representations of COVID-19 on social media in China.
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页数:14
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