虚假信息动态揭示回声室在塑造网络舆论方面的影响

Ștefania-Elena Stoica
{"title":"虚假信息动态揭示回声室在塑造网络舆论方面的影响","authors":"Ștefania-Elena Stoica","doi":"10.53477/2284-9378-24-09","DOIUrl":null,"url":null,"abstract":"The proliferation of misinformation and the emergence of echo chambers in the online environment pose significant challenges to modern democracies, directly impacting public opinion and social behaviors. This study focuses on the analysis of a Facebook group centered around a prominent Romanian political figure, boasting 93,800 members and averaging ten daily posts. Using advanced machine learning and AI-based hate speech detection, the study uncovers systematic echo chamber construction and the amplification of misinformation. The findings emphasize the influence of online echo chambers on public opinion and underscore the need to maintain information integrity in the media landscape and communication. This research has important implications for scholars, policymakers, and media practitioners, indicating the critical need to address the challenges posed by misinformation and echo chambers in the online environment.","PeriodicalId":516822,"journal":{"name":"BULLETIN OF \"CAROL I\" NATIONAL DEFENCE UNIVERSITY","volume":"74 4","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-04-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Disinformation Dynamics Unveiling the Impact of Echo Chambers in Shaping Online Public Opinion\",\"authors\":\"Ștefania-Elena Stoica\",\"doi\":\"10.53477/2284-9378-24-09\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The proliferation of misinformation and the emergence of echo chambers in the online environment pose significant challenges to modern democracies, directly impacting public opinion and social behaviors. This study focuses on the analysis of a Facebook group centered around a prominent Romanian political figure, boasting 93,800 members and averaging ten daily posts. Using advanced machine learning and AI-based hate speech detection, the study uncovers systematic echo chamber construction and the amplification of misinformation. The findings emphasize the influence of online echo chambers on public opinion and underscore the need to maintain information integrity in the media landscape and communication. This research has important implications for scholars, policymakers, and media practitioners, indicating the critical need to address the challenges posed by misinformation and echo chambers in the online environment.\",\"PeriodicalId\":516822,\"journal\":{\"name\":\"BULLETIN OF \\\"CAROL I\\\" NATIONAL DEFENCE UNIVERSITY\",\"volume\":\"74 4\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-04-08\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"BULLETIN OF \\\"CAROL I\\\" NATIONAL DEFENCE UNIVERSITY\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.53477/2284-9378-24-09\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"BULLETIN OF \"CAROL I\" NATIONAL DEFENCE UNIVERSITY","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.53477/2284-9378-24-09","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

网络环境中错误信息的扩散和回声室的出现对现代民主国家构成了重大挑战,直接影响着公众舆论和社会行为。本研究重点分析了一个以罗马尼亚著名政治人物为中心的 Facebook 群组,该群组拥有 93,800 名成员,平均每天发布十条帖子。该研究利用先进的机器学习和基于人工智能的仇恨言论检测技术,揭示了系统性回声室的构建和错误信息的放大。研究结果强调了网络回声室对公众舆论的影响,并强调了在媒体环境和传播中保持信息完整性的必要性。这项研究对学者、政策制定者和媒体从业人员具有重要意义,表明亟需应对网络环境中的错误信息和回声室所带来的挑战。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Disinformation Dynamics Unveiling the Impact of Echo Chambers in Shaping Online Public Opinion
The proliferation of misinformation and the emergence of echo chambers in the online environment pose significant challenges to modern democracies, directly impacting public opinion and social behaviors. This study focuses on the analysis of a Facebook group centered around a prominent Romanian political figure, boasting 93,800 members and averaging ten daily posts. Using advanced machine learning and AI-based hate speech detection, the study uncovers systematic echo chamber construction and the amplification of misinformation. The findings emphasize the influence of online echo chambers on public opinion and underscore the need to maintain information integrity in the media landscape and communication. This research has important implications for scholars, policymakers, and media practitioners, indicating the critical need to address the challenges posed by misinformation and echo chambers in the online environment.
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
自引率
0.00%
发文量
0
×
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
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
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 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信