Investigating the Magnitude and Persistence of COVID-19-Related Impacts on Affect and GPS-Derived Daily Mobility Patterns in Adolescence and Emerging Adulthood: Insights From a Smartphone-Based Intensive Longitudinal Study of Colorado-Based Youths From June 2016 to April 2022.

IF 6 2区 医学 Q1 HEALTH CARE SCIENCES & SERVICES Journal of Medical Internet Research Pub Date : 2025-03-17 DOI:10.2196/64965
Jordan D Alexander, Kelly A Duffy, Samantha M Freis, Sy-Miin Chow, Naomi P Friedman, Scott I Vrieze
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Abstract

Background: The onset of the COVID-19 pandemic in early 2020 introduced unprecedented disruptions impacting the emotional well-being and daily routines of US youths. However, the patterns and persistence of these impacts over the pandemic's multiyear course remain less well understood.

Objective: This study examined longitudinal changes in affect and daily mobility patterns observed in adolescence and young adulthood from June 2016 to April 2022. The study aimed to quantify changes in youths' mood and daily routines following the pandemic's onset and in response to local COVID-19 case rates as well as the persistence of these effects over the pandemic's multiyear course.

Methods: Colorado-based adolescent and young adult twins (N=887; n=479, 54% female; meanage 19.2, SDage 1.5 years on January 01, 2020) participating in the CoTwins study between June 2016 and April 2022 were followed via a smartphone app, which recorded persistent GPS location data and, beginning in February 2019, administered an abbreviated Positive and Negative Affect Schedule every 2 weeks. Nonlinear trajectories in affect and daily mobility over time and in response to local COVID-19 counts were modeled via generalized additive mixed models, while the magnitude and persistence of pandemic-related changes were quantified via linear mixed effects regressions.

Results: Between January and April 2020, participants experienced a 28.6% decline in daily locations visited (from 3.5 to 2.5; SD 0.9) and a 60% reduction in daily travel distance (from 20.0 to 8.0 km; SD 9.4). Mean positive affect similarly declined by 0.3 SD (from 3.0 to 2.79; SD 0.6), while, correspondingly, mean negative affect increased by 0.3 SD (from 1.85 to 2.10; SD 0.6). Though mobility levels partially recovered beginning in the summer of 2020, daily locations visited remained slightly below 2019 levels through the study's conclusion in April 2022 (standardized β=-0.10; P<.001). Average positive affect similarly remained slightly below (standardized β=-0.20; P<.001) and negative affect slightly above (standardized β=0.14; P=.04) 2019 levels through April 2022. Weekly county-level COVID-19 transmission rates were negatively associated with mobility and positive affect and positively with negative affect, though these effects were greatly weakened later in the pandemic (eg, early 2022) or when transmission rates were high (eg, >200 new cases per 100,000 people per week).

Conclusions: Findings demonstrate large initial declines in daily mobility, a moderate decline in positive affect, and a moderate increase in negative affect following the pandemic's onset in 2020. Though most effects attenuated over time, affect and mobility levels had not recovered to prepandemic levels by April 2022. Findings support theories of hedonic adaptation and resiliency while also identifying lingering emotional and behavioral consequences. The study highlights both youth's resiliency in adapting to major stressors while also underscoring the need for continued support for youth mental health and psychosocial functioning in the pandemic's aftermath.

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调查2019冠状病毒病对青少年和成年初期的影响和gps衍生的日常移动模式的影响程度和持久性:2016年6月至2022年4月对科罗拉多州青少年进行的基于智能手机的密集纵向研究的见解。
背景:2019冠状病毒病大流行于2020年初爆发,给美国年轻人的情绪健康和日常生活带来了前所未有的干扰。然而,在大流行的多年过程中,这些影响的模式和持续时间仍然不太清楚。目的:本研究考察了2016年6月至2022年4月期间青少年和青年期情感和日常活动模式的纵向变化。该研究旨在量化大流行爆发后年轻人情绪和日常生活的变化,以及对当地COVID-19病例率的反应,以及这些影响在大流行多年过程中的持续性。方法:科罗拉多州的青少年和青年双胞胎(N=887;N =479,女性占54%;在2016年6月至2022年4月期间参加CoTwins研究的参与者通过智能手机应用程序进行跟踪,该应用程序记录了持续的GPS位置数据,并从2019年2月开始,每两周进行一次简短的积极和消极影响计划。通过广义加性混合模型模拟了影响和日常流动性随时间变化的非线性轨迹,以及对当地COVID-19计数的响应,而通过线性混合效应回归量化了与大流行相关的变化的幅度和持久性。结果:在2020年1月至4月期间,参与者每天访问的地点减少了28.6%(从3.5个降至2.5个;SD 0.9),每日出行距离减少60%(从20.0公里减少到8.0公里;SD 9.4)。平均积极影响同样下降了0.3个标准差(从3.0降至2.79;SD 0.6),而相应的,平均负面影响增加了0.3 SD(从1.85到2.10;SD 0.6)。尽管流动性水平从2020年夏季开始部分恢复,但到2022年4月研究得出结论时,每天访问的地点仍略低于2019年的水平(标准化β=-0.10;每10万人每周新发病例200例)。结论:研究结果表明,在2020年大流行爆发后,日常流动性最初大幅下降,积极影响适度下降,负面影响适度增加。虽然大多数影响随着时间的推移而减弱,但到2022年4月,影响和流动性水平仍未恢复到大流行前的水平。研究结果支持了享乐适应和弹性理论,同时也确定了挥之不去的情绪和行为后果。该研究强调了青年在适应主要压力源方面的复原力,同时也强调了在大流行后继续支持青年心理健康和社会心理功能的必要性。
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来源期刊
CiteScore
14.40
自引率
5.40%
发文量
654
审稿时长
1 months
期刊介绍: The Journal of Medical Internet Research (JMIR) is a highly respected publication in the field of health informatics and health services. With a founding date in 1999, JMIR has been a pioneer in the field for over two decades. As a leader in the industry, the journal focuses on digital health, data science, health informatics, and emerging technologies for health, medicine, and biomedical research. It is recognized as a top publication in these disciplines, ranking in the first quartile (Q1) by Impact Factor. Notably, JMIR holds the prestigious position of being ranked #1 on Google Scholar within the "Medical Informatics" discipline.
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