Immediate and long-term effects of 2016 Zika Outbreak: A Twitter-based study

A. Khatua, Apalak Khatua
{"title":"Immediate and long-term effects of 2016 Zika Outbreak: A Twitter-based study","authors":"A. Khatua, Apalak Khatua","doi":"10.1109/HealthCom.2016.7749496","DOIUrl":null,"url":null,"abstract":"Twitter is becoming a popular social media platform for syndromic surveillance. We explored the Twitter discussion in the context of the 2016 Zika Outbreak. The Zika virus can have severe long-term (such as microcephaly in newborns) effects and not so serious immediate (such as fever or headache) effects. We explored whether social media discussions effectively capture the severity of these long-term concerns. We performed volumetric and text mining analysis, such as the co-occurrence of words and hierarchical clustering, to explore the different underlying themes in the Twitter discussion regarding the immediate and long-term concerns. Our findings suggest that the concerns related to the long-term consequences are dominant and consistent, but this is not the case for the immediate effects.","PeriodicalId":167022,"journal":{"name":"2016 IEEE 18th International Conference on e-Health Networking, Applications and Services (Healthcom)","volume":"43 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2016-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"22","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2016 IEEE 18th International Conference on e-Health Networking, Applications and Services (Healthcom)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/HealthCom.2016.7749496","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 22

Abstract

Twitter is becoming a popular social media platform for syndromic surveillance. We explored the Twitter discussion in the context of the 2016 Zika Outbreak. The Zika virus can have severe long-term (such as microcephaly in newborns) effects and not so serious immediate (such as fever or headache) effects. We explored whether social media discussions effectively capture the severity of these long-term concerns. We performed volumetric and text mining analysis, such as the co-occurrence of words and hierarchical clustering, to explore the different underlying themes in the Twitter discussion regarding the immediate and long-term concerns. Our findings suggest that the concerns related to the long-term consequences are dominant and consistent, but this is not the case for the immediate effects.
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
2016年寨卡病毒爆发的即时和长期影响:一项基于twitter的研究
推特正在成为一个流行的综合征监测社交媒体平台。我们在2016年寨卡病毒爆发的背景下探讨了推特上的讨论。寨卡病毒可造成严重的长期影响(如新生儿小头症),也可造成不那么严重的即时影响(如发烧或头痛)。我们探讨了社交媒体讨论是否有效地捕捉到了这些长期问题的严重性。我们执行了容量和文本挖掘分析,例如词的共现和分层聚类,以探索Twitter讨论中关于当前和长期关注点的不同潜在主题。我们的研究结果表明,与长期后果有关的担忧是主要的和一致的,但这不是立即影响的情况。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
A hybrid quality evaluation approach based on fuzzy inference system for medical video streaming over small cell technology Mobile self-management application for COPD patients with comorbidities: A usability study A hierarchical lazy smoking detection algorithm using smartwatch sensors Analysis of thigh cross-sectional proportion using the portable ultrasound imaging system Computer-aided diagnosis in medical imaging: Review of legal barriers to entry for the commercial systems
×
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