4.7 Article

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

期刊

FRONTIERS IN PSYCHOLOGY
卷 13, 期 -, 页码 -

出版社

FRONTIERS MEDIA SA
DOI: 10.3389/fpsyg.2022.810655

关键词

COVID-19; mental health; coping (C); free-text analysis; structural topic modeling; text mining

资金

  1. Nuffield Foundation [WEL/FR-000022583]
  2. MARCH Mental Health Network - Cross-Disciplinary Mental Health Network Plus initiative
  3. United Kingdom Research and Innovation [ES/S002588/1]
  4. Wellcome Trust [221400/Z/20/Z, 205407/Z/16/Z]
  5. HealthWise Wales, Health and Car Research Wales initiative
  6. Wellcome Trust [221400/Z/20/Z] Funding Source: Wellcome Trust

向作者/读者索取更多资源

The COVID-19 pandemic has had significant impacts globally, and individuals have employed various coping strategies, from "thinking positively" to engaging in activities and hobbies. Different strategies are associated with individuals' lockdown experiences.
BackgroundThe 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 how people managed to cope during the pandemic. MethodsTo 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. ResultsWe 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. ConclusionA 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.

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