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新冠疫情早期阶段大学生的心理健康与行为:纵向智能手机及生态瞬时评估研究

Mental Health and Behavior of College Students During the Early Phases of the COVID-19 Pandemic: Longitudinal Smartphone and Ecological Momentary Assessment Study.

作者信息

Huckins Jeremy F, daSilva Alex W, Wang Weichen, Hedlund Elin, Rogers Courtney, Nepal Subigya K, Wu Jialing, Obuchi Mikio, Murphy Eilis I, Meyer Meghan L, Wagner Dylan D, Holtzheimer Paul E, Campbell Andrew T

机构信息

Department of Psychological and Brain Science, Dartmouth College, Hanover, NH, United States.

Department of Computer Science, Dartmouth College, Hanover, NH, United States.

出版信息

J Med Internet Res. 2020 Jun 17;22(6):e20185. doi: 10.2196/20185.

DOI:10.2196/20185
PMID:32519963
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7301687/
Abstract

BACKGROUND

The vast majority of people worldwide have been impacted by coronavirus disease (COVID-19). In addition to the millions of individuals who have been infected with the disease, billions of individuals have been asked or required by local and national governments to change their behavioral patterns. Previous research on epidemics or traumatic events suggests that this can lead to profound behavioral and mental health changes; however, researchers are rarely able to track these changes with frequent, near-real-time sampling or compare their findings to previous years of data for the same individuals.

OBJECTIVE

By combining mobile phone sensing and self-reported mental health data among college students who have been participating in a longitudinal study for the past 2 years, we sought to answer two overarching questions. First, have the behaviors and mental health of the participants changed in response to the COVID-19 pandemic compared to previous time periods? Second, are these behavior and mental health changes associated with the relative news coverage of COVID-19 in the US media?

METHODS

Behaviors such as the number of locations visited, distance traveled, duration of phone usage, number of phone unlocks, sleep duration, and sedentary time were measured using the StudentLife smartphone sensing app. Depression and anxiety were assessed using weekly self-reported ecological momentary assessments of the Patient Health Questionnaire-4. The participants were 217 undergraduate students, with 178 (82.0%) students providing data during the Winter 2020 term. Differences in behaviors and self-reported mental health collected during the Winter 2020 term compared to previous terms in the same cohort were modeled using mixed linear models.

RESULTS

During the first academic term impacted by COVID-19 (Winter 2020), individuals were more sedentary and reported increased anxiety and depression symptoms (P<.001) relative to previous academic terms and subsequent academic breaks. Interactions between the Winter 2020 term and the week of the academic term (linear and quadratic) were significant. In a mixed linear model, phone usage, number of locations visited, and week of the term were strongly associated with increased amount of COVID-19-related news. When mental health metrics (eg, depression and anxiety) were added to the previous measures (week of term, number of locations visited, and phone usage), both anxiety (P<.001) and depression (P=.03) were significantly associated with COVID-19-related news.

CONCLUSIONS

Compared with prior academic terms, individuals in the Winter 2020 term were more sedentary, anxious, and depressed. A wide variety of behaviors, including increased phone usage, decreased physical activity, and fewer locations visited, were associated with fluctuations in COVID-19 news reporting. While this large-scale shift in mental health and behavior is unsurprising, its characterization is particularly important to help guide the development of methods to reduce the impact of future catastrophic events on the mental health of the population.

摘要

背景

全球绝大多数人都受到了冠状病毒病(COVID-19)的影响。除了数百万感染该疾病的人之外,数十亿人被地方和国家政府要求或请求改变他们的行为模式。先前关于流行病或创伤性事件的研究表明,这可能导致深刻的行为和心理健康变化;然而,研究人员很少能够通过频繁的近实时抽样来追踪这些变化,或者将他们的发现与同一些个体过去几年的数据进行比较。

目的

通过结合过去两年参与一项纵向研究的大学生的手机传感数据和自我报告的心理健康数据,我们试图回答两个总体问题。第一,与之前的时间段相比,参与者的行为和心理健康因COVID-19大流行而发生了变化吗?第二,这些行为和心理健康变化与美国媒体对COVID-19的相关新闻报道有关吗?

方法

使用“学生生活”智能手机传感应用程序测量诸如访问的地点数量、行进距离、手机使用时长、手机解锁次数、睡眠时间和久坐时间等行为。使用患者健康问卷-4的每周自我报告的生态瞬时评估来评估抑郁和焦虑。参与者为217名本科生,其中178名(82.0%)学生在2020年冬季学期提供了数据。使用混合线性模型对2020年冬季学期收集的行为和自我报告的心理健康与同一队列中先前学期的数据进行比较。

结果

在受COVID-19影响的第一个学术学期(2020年冬季),与之前的学术学期和随后的学术假期相比,个体久坐时间更长,报告的焦虑和抑郁症状有所增加(P<.001)。2020年冬季学期与学期周数之间的相互作用(线性和二次)具有显著性。在一个混合线性模型中,手机使用、访问的地点数量和学期周数与COVID-19相关新闻数量的增加密切相关。当将心理健康指标(如抑郁和焦虑)添加到先前的测量指标(学期周数、访问的地点数量和手机使用)中时,焦虑(P<.001)和抑郁(P=.03)均与COVID-19相关新闻显著相关。

结论

与之前的学术学期相比,2020年冬季学期的个体久坐时间更长、更焦虑和抑郁。包括手机使用增加、身体活动减少和访问地点减少在内的多种行为与COVID-19新闻报道的波动有关。虽然这种心理健康和行为的大规模转变并不令人意外,但其特征对于帮助指导开发减少未来灾难性事件对人群心理健康影响的方法尤为重要。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6eab/7301687/c85c59caeca9/jmir_v22i6e20185_fig3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6eab/7301687/ed206655fe9f/jmir_v22i6e20185_fig1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6eab/7301687/f09224f8057d/jmir_v22i6e20185_fig2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6eab/7301687/c85c59caeca9/jmir_v22i6e20185_fig3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6eab/7301687/ed206655fe9f/jmir_v22i6e20185_fig1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6eab/7301687/f09224f8057d/jmir_v22i6e20185_fig2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6eab/7301687/c85c59caeca9/jmir_v22i6e20185_fig3.jpg

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