Suppr超能文献

关于新冠疫情封锁期间推特用户情绪和心理的研究。

A study on the sentiments and psychology of twitter users during COVID-19 lockdown period.

作者信息

Priyadarshini Ishaani, Mohanty Pinaki, Kumar Raghvendra, Sharma Rohit, Puri Vikram, Singh Pradeep Kumar

机构信息

Department of Electrical and Computer Science, University of Delaware, Newark, DE 19716 USA.

Department of Computer Science, Purdue University, 610 Purdue Mall, West Lafayette, IN 47907 USA.

出版信息

Multimed Tools Appl. 2022;81(19):27009-27031. doi: 10.1007/s11042-021-11004-w. Epub 2021 Jun 14.

Abstract

The outbreak of the novel Coronavirus in late 2019 brought severe devastation to the world. The pandemic spread across the globe, infecting more than ten million people and disrupting several businesses. Although social distancing and the use of protective masks were suggested all over the world, the cases seem to rise, which led to worldwide lockdown in different phases. The rampant escalation in the number of cases, the global effects, and the lockdown may have a severe effect on the psychology of people. The emergency protocols implemented by the authorities also lead to increased use in the number of multimedia devices. Excessive use of such devices may also contribute to psychological disorders. Hence, hence it is necessary to analyze the state of mind of people during the lockdown. In this paper, we perform a sentiment analysis of Twitter data during the pandemic lockdown, i.e., two weeks and four weeks after the lockdown was imposed. Investigating the sentiments of people in the form of positive, negative, and neutral tweets would assist us in determining how people are dealing with the pandemic and its effects on a psychological level. Our study shows that the lockdown witnessed more number positive tweets globally on multiple datasets. This is indicative of the positivity and optimism based on the sentiments and psychology of Twitter users worldwide. The study will be effective in determining people's mental well-being and will also be useful in devising appropriate lockdown strategies and crisis management in the future.

摘要

2019年末新型冠状病毒的爆发给世界带来了严重破坏。这场大流行在全球蔓延,感染了超过一千万人,并扰乱了多个行业。尽管世界各地都建议保持社交距离并佩戴防护口罩,但病例数似乎仍在上升,这导致不同阶段的全球封锁。病例数的急剧增加、全球影响以及封锁可能会对人们的心理产生严重影响。当局实施的紧急协议也导致多媒体设备的使用增加。过度使用此类设备也可能导致心理障碍。因此,有必要分析封锁期间人们的心理状态。在本文中,我们对大流行封锁期间(即封锁实施后的两周和四周)的推特数据进行了情感分析。以积极、消极和中性推文的形式调查人们的情绪将有助于我们确定人们如何应对大流行及其在心理层面的影响。我们的研究表明,在多个数据集上,全球范围内封锁期间出现的积极推文数量更多。这表明基于全球推特用户的情绪和心理,存在积极和乐观的态度。这项研究将有效地确定人们的心理健康状况,也将有助于未来制定适当的封锁策略和危机管理措施。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fb82/8200552/0e512041332e/11042_2021_11004_Fig1_HTML.jpg

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验