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从心理健康角度理解新闻和社交媒体中对新冠疫情信息的情绪反应

Understanding the emotional response to COVID-19 information in news and social media: A mental health perspective.

作者信息

Jones Rosalind, Mougouei Davoud, Evans Simon L

机构信息

Faculty of Health and Medical Sciences University of Surrey Guildford UK.

School of Sciences University of Southern Queensland Toowoomba Queensland Australia.

出版信息

Hum Behav Emerg Technol. 2021 Dec;3(5):832-842. doi: 10.1002/hbe2.304. Epub 2021 Oct 28.

Abstract

The impact of the COVID-19 pandemic and ensuing social restrictions has been profound, affecting the health, livelihoods, and wellbeing of populations worldwide. Studies have shown widespread effects on mental health, with an increase in stress, loneliness, and depression symptoms related to the pandemic. Media plays a critical role in containing and managing crises, by informing society and fostering positive behavior change. Social restrictions have led to a large increase in reliance on online media channels, and this can influence mental health and wellbeing. Anxiety levels, for instance, may be exacerbated by exposure to COVID-related content, contagion of negative sentiment among social networks, and "fake news." In some cases, this may trigger abstinence, leading to isolation and limited access to vital information. To be able to communicate distressing news during crises while protecting the wellbeing of individuals is not trivial; it requires a deeper understanding of people's emotional response to online and social media content. This paper selectively reviews research into consequences of social media usage and online news consumption for wellbeing and mental health, focusing on and discussing their effects in the context of the pandemic. Advances in Artificial Intelligence and Data Science, for example, Natural Language Processing, Sentiment Analysis, and Emotion Recognition, are discussed as useful methods for investigating effects on population mental health as the pandemic situation evolves. We present suggestions for future research, and for using these advances to assess large data sets of users' online content, to potentially inform strategies that enhance the mental health of social media users going forward.

摘要

新冠疫情及其随之而来的社会限制影响深远,波及全球民众的健康、生计和福祉。研究表明,疫情对心理健康产生了广泛影响,与疫情相关的压力、孤独感和抑郁症状有所增加。媒体在遏制和应对危机方面发挥着关键作用,通过向社会提供信息并促进积极的行为改变。社会限制导致人们对在线媒体渠道的依赖大幅增加,而这可能会影响心理健康和福祉。例如,接触与新冠相关的内容、社交网络中负面情绪的传播以及“假新闻”可能会加剧焦虑情绪。在某些情况下,这可能引发回避行为,导致孤立并限制获取重要信息。在危机期间传达令人痛苦的消息同时保护个人福祉并非易事;这需要更深入地了解人们对在线和社交媒体内容的情绪反应。本文有选择地回顾了关于社交媒体使用和在线新闻消费对福祉和心理健康影响的研究,重点关注并讨论了它们在疫情背景下的作用。例如,探讨了人工智能和数据科学方面的进展,如自然语言处理、情感分析和情绪识别,作为在疫情形势发展过程中调查对民众心理健康影响的有用方法。我们提出了未来研究的建议,以及利用这些进展评估用户在线内容大数据集的建议,以便为今后增强社交媒体用户心理健康的策略提供参考。

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