绘制捷克 Facebook 上的 COVID-19 反疫苗接种社区图

Jaroslava Kaňková, H. Boomgaarden
{"title":"绘制捷克 Facebook 上的 COVID-19 反疫苗接种社区图","authors":"Jaroslava Kaňková, H. Boomgaarden","doi":"10.51480/1899-5101.16.2(34).548","DOIUrl":null,"url":null,"abstract":"The COVID-19 pandemic has led to a rise in opposition to vaccination, hindering herd immunity. As social media play a major role in the formation of anti-vaccination communities, it is critical to monitor the discourse on the platforms to effectively counter the negative sentiment and encourage people to vaccinate. This study employs computational content analysis, specifically topic modeling and time series analysis, to monitor the COVID-19 anti-vaccination communities on Facebook in Czechia. The analysis generated 18 topics with politics, governance, and international affairs being the most discussed, and only five dealt with issues directly related to COVID-19. Discussions about information and its credibility were prevalent, and members of these anti-vaccination communities relied heavily on social media content and conspiracy websites as sources of information, while neglecting scientific resources. The study highlights the need for ongoing monitoring of anti-vaccination communities on social media and the development of effective communication strategies to promote vaccination.","PeriodicalId":40610,"journal":{"name":"Central European Journal of Communication","volume":null,"pages":null},"PeriodicalIF":0.5000,"publicationDate":"2024-02-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Mapping the COVID-19 Anti­‑Vaccination Communities on Facebook in Czechia\",\"authors\":\"Jaroslava Kaňková, H. Boomgaarden\",\"doi\":\"10.51480/1899-5101.16.2(34).548\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The COVID-19 pandemic has led to a rise in opposition to vaccination, hindering herd immunity. As social media play a major role in the formation of anti-vaccination communities, it is critical to monitor the discourse on the platforms to effectively counter the negative sentiment and encourage people to vaccinate. This study employs computational content analysis, specifically topic modeling and time series analysis, to monitor the COVID-19 anti-vaccination communities on Facebook in Czechia. The analysis generated 18 topics with politics, governance, and international affairs being the most discussed, and only five dealt with issues directly related to COVID-19. Discussions about information and its credibility were prevalent, and members of these anti-vaccination communities relied heavily on social media content and conspiracy websites as sources of information, while neglecting scientific resources. The study highlights the need for ongoing monitoring of anti-vaccination communities on social media and the development of effective communication strategies to promote vaccination.\",\"PeriodicalId\":40610,\"journal\":{\"name\":\"Central European Journal of Communication\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":0.5000,\"publicationDate\":\"2024-02-22\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Central European Journal of Communication\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.51480/1899-5101.16.2(34).548\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q4\",\"JCRName\":\"COMMUNICATION\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Central European Journal of Communication","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.51480/1899-5101.16.2(34).548","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"COMMUNICATION","Score":null,"Total":0}
引用次数: 0

摘要

COVID-19 大流行导致反对接种疫苗的呼声高涨,阻碍了群体免疫。由于社交媒体在反疫苗接种群体的形成过程中扮演着重要角色,因此监测平台上的言论以有效抵制负面情绪并鼓励人们接种疫苗至关重要。本研究利用计算内容分析,特别是主题建模和时间序列分析,对捷克 Facebook 上的 COVID-19 反疫苗接种社区进行监控。分析产生了 18 个话题,其中讨论最多的是政治、治理和国际事务,只有五个话题涉及与 COVID-19 直接相关的问题。关于信息及其可信度的讨论非常普遍,这些反疫苗接种社区的成员严重依赖社交媒体内容和阴谋论网站作为信息来源,而忽视了科学资源。这项研究强调,有必要对社交媒体上的反疫苗接种群体进行持续监控,并制定有效的沟通策略来促进疫苗接种。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Mapping the COVID-19 Anti­‑Vaccination Communities on Facebook in Czechia
The COVID-19 pandemic has led to a rise in opposition to vaccination, hindering herd immunity. As social media play a major role in the formation of anti-vaccination communities, it is critical to monitor the discourse on the platforms to effectively counter the negative sentiment and encourage people to vaccinate. This study employs computational content analysis, specifically topic modeling and time series analysis, to monitor the COVID-19 anti-vaccination communities on Facebook in Czechia. The analysis generated 18 topics with politics, governance, and international affairs being the most discussed, and only five dealt with issues directly related to COVID-19. Discussions about information and its credibility were prevalent, and members of these anti-vaccination communities relied heavily on social media content and conspiracy websites as sources of information, while neglecting scientific resources. The study highlights the need for ongoing monitoring of anti-vaccination communities on social media and the development of effective communication strategies to promote vaccination.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
CiteScore
0.90
自引率
0.00%
发文量
18
期刊介绍: Central European Journal of Communication provides an international forum for empirical, critical and interpretative, quantitative and qualitative research examining the role of communication in Central Europe and beyond. The journal welcomes high quality research and analysis from diverse theoretical and methodological approaches, as well as reviews of publications and publishes notes on a wide range of literature on media and communication studies. Submission of original articles is open to all researchers interested in communication and media.
期刊最新文献
Futures of algorithms and choices Imaginings of the Future of Conflict and Communication Technologies Future of Gender and Gender Equality Online Techno-pessimistic and techno-optimistic visions of surveillance and resistance in Europe Transforming Toxic Debates towards European Futures
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1