Suppr超能文献

在 COVID-19 大流行期间,通过 Twitter 寻求和提供创伤与痛苦的社会支持:内容和情感分析。

Seeking and Providing Social Support on Twitter for Trauma and Distress During the COVID-19 Pandemic: Content and Sentiment Analysis.

机构信息

Department of Information Science, University of North Texas, Denton, TX, United States.

Division of Health Informatics, Department of Biostatistics, Yale School of Public Health, New Haven, CT, United States.

出版信息

J Med Internet Res. 2023 Aug 31;25:e46343. doi: 10.2196/46343.

Abstract

BACKGROUND

The COVID-19 pandemic can be recognized as a traumatic event that led to stressors, resulting in trauma or distress among the general population. Social support is vital in the management of these stressors, especially during a traumatic event, such as the COVID-19 pandemic. Because of the limited face-to-face interactions enforced by physical distancing regulations during the pandemic, people sought solace on social media platforms to connect with, and receive support from, one another. Hence, it is crucial to investigate the ways in which people seek and offer support on social media for mental health management.

OBJECTIVE

The research aimed to examine the types of social support (eg, emotional, informational, instrumental, and appraisal) sought and provided for trauma or distress on Twitter during the COVID-19 pandemic. In addition, this study aimed to gain insight into the difficulties and concerns of people during the pandemic by identifying the associations between terms representing the topics of interest related to trauma or distress and their corresponding sentiments.

METHODS

The study methods included content analysis to investigate the type of social support people sought for trauma or distress during the pandemic. Sentiment analysis was also performed to track the negative and positive sentiment tweets posted between January 1, 2020, and March 15, 2021. Association rule mining was used to uncover associations between terms and sentiments in tweets. In addition, the research used Kruskal-Wallis and Mann-Whitney U tests to determine whether the retweet count and like count varied based on the social support type.

RESULTS

Most Twitter users who indicated trauma or distress sought emotional support. Regarding sentiment, Twitter users mostly posted negative sentiment tweets, particularly in January 2021. An intriguing observation was that wearing masks could trigger and exacerbate trauma or distress. The results revealed that people mostly sought and provided emotional support on Twitter regarding difficulties with wearing masks, mental health status, financial hardships, and treatment methods for trauma or distress. In addition, tweets regarding emotional support received the most endorsements from other users, highlighting the critical role of social support in fostering a sense of community and reducing the feelings of isolation during the pandemic.

CONCLUSIONS

This study demonstrates the potential of social media as a platform to exchange social support during challenging times and to identify the specific concerns (eg, wearing masks and exacerbated symptoms) of individuals with self-reported trauma or distress. The findings provide insights into the types of support that were most beneficial for those struggling with trauma or distress during the pandemic and may inform policy makers and health organizations regarding better practices for pandemic response and special considerations for groups with a history of trauma or distress.

摘要

背景

COVID-19 大流行可被视为导致压力源的创伤性事件,从而导致普通人群出现创伤或痛苦。社会支持在应对这些压力源方面至关重要,尤其是在 COVID-19 大流行等创伤性事件期间。由于大流行期间实施的身体距离规定限制了面对面的互动,人们在社交媒体平台上寻求安慰,以相互联系并获得支持。因此,调查人们在社交媒体上寻求和提供心理健康管理支持的方式至关重要。

目的

本研究旨在检查在 COVID-19 大流行期间,人们在 Twitter 上寻求和提供创伤或痛苦的社会支持类型(例如情感、信息、工具和评价)。此外,本研究还旨在通过识别与创伤或痛苦相关主题的术语之间的关联及其对应的情绪,深入了解人们在大流行期间的困难和关注点。

方法

本研究方法包括内容分析,以调查人们在大流行期间寻求创伤或痛苦的社会支持类型。还进行了情感分析,以跟踪 2020 年 1 月 1 日至 2021 年 3 月 15 日期间发布的负面和正面情绪推文。使用关联规则挖掘来揭示推文术语和情绪之间的关联。此外,该研究还使用 Kruskal-Wallis 和 Mann-Whitney U 检验来确定根据社会支持类型,转推计数和点赞计数是否存在差异。

结果

大多数表示创伤或痛苦的 Twitter 用户都寻求情感支持。关于情绪,Twitter 用户大多发布负面情绪推文,尤其是在 2021 年 1 月。一个有趣的观察结果是,戴口罩会引发并加剧创伤或痛苦。结果表明,人们在 Twitter 上主要就戴口罩的困难、心理健康状况、经济困难以及创伤或痛苦的治疗方法寻求和提供情感支持。此外,关于情感支持的推文获得了其他用户的最多认可,这突显了社会支持在培养社区意识和减轻大流行期间孤立感方面的关键作用。

结论

本研究表明,社交媒体作为在困难时期交流社会支持的平台具有潜力,并可识别自我报告的创伤或痛苦个体的具体关注点(例如,戴口罩和症状加重)。研究结果提供了有关在大流行期间对创伤或痛苦挣扎的人群最有益的支持类型的见解,并可为政策制定者和卫生组织提供有关大流行应对的更好实践以及对有创伤或痛苦史的群体的特殊考虑的信息。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/cf54/10502591/5e4650573540/jmir_v25i1e46343_fig1.jpg

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验