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在新冠疫情期间人们是如何应对的?对来自11000名英国成年人的自由文本数据进行的结构主题建模分析

How Did People Cope During the COVID-19 Pandemic? A Structural Topic Modelling Analysis of Free-Text Data From 11,000 United Kingdom Adults.

作者信息

Wright Liam, Fluharty Meg, Steptoe Andrew, Fancourt Daisy

机构信息

Institute of Education, University College London, London, United Kingdom.

Department of Behavioural Science and Health, University College London, London, United Kingdom.

出版信息

Front Psychol. 2022 Jun 6;13:810655. doi: 10.3389/fpsyg.2022.810655. eCollection 2022.

Abstract

BACKGROUND

The COVID-19 pandemic has had substantial impacts on lives across the globe. Job losses have been widespread, and individuals have experienced significant restrictions on their usual activities, including extended isolation from family and friends. While studies suggest population mental health worsened from before the pandemic, not all individuals appear to have experienced poorer mental health. This raises the question of people managed to cope during the pandemic.

METHODS

To understand the coping strategies individuals employed during the COVID-19 pandemic, we used structural topic modelling, a text mining technique, to extract themes from free-text data on coping from over 11,000 UK adults, collected between 14 October and 26 November 2020.

RESULTS

We identified 16 topics. The most discussed coping strategy was 'thinking positively' and involved themes of gratefulness and positivity. Other strategies included engaging in activities and hobbies (such as doing DIY, exercising, walking and spending time in nature), keeping routines, and focusing on one day at a time. Some participants reported more avoidant coping strategies, such as drinking alcohol and binge eating. Coping strategies varied by respondent characteristics including age, personality traits and sociodemographic characteristics and some coping strategies, such as engaging in creative activities, were associated with more positive lockdown experiences.

CONCLUSION

A variety of coping strategies were employed by individuals during the COVID-19 pandemic. The coping strategy an individual adopted was related to their overall lockdown experiences. This may be useful for helping individuals prepare for future lockdowns or other events resulting in self-isolation.

摘要

背景

新冠疫情对全球人民的生活产生了重大影响。失业现象普遍存在,人们的日常活动受到极大限制,包括与家人和朋友长时间隔离。虽然研究表明疫情期间总体心理健康状况较疫情前恶化,但并非所有人的心理健康状况都变差了。这就引出了一个问题:人们在疫情期间是如何应对的。

方法

为了解个体在新冠疫情期间采用的应对策略,我们使用了结构化主题建模这一文本挖掘技术,从2020年10月14日至11月26日收集的11000多名英国成年人关于应对措施的自由文本数据中提取主题。

结果

我们识别出16个主题。讨论最多的应对策略是“积极思考”,涉及感恩和积极的主题。其他策略包括参与活动和爱好(如做手工、锻炼、散步和亲近自然)、保持日常习惯以及一次专注于一天。一些参与者报告了更多回避型应对策略,如饮酒和暴饮暴食。应对策略因受访者特征而异,包括年龄、性格特质和社会人口统计学特征,一些应对策略,如参与创造性活动,与更积极的封锁体验相关。

结论

在新冠疫情期间,个体采用了多种应对策略。个体采用的应对策略与他们的总体封锁体验有关。这可能有助于帮助个体为未来的封锁或其他导致自我隔离的事件做好准备。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/57fa/9207408/5262d318b4fd/fpsyg-13-810655-g001.jpg

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