ArticleJournal of medical Internet research2021
Mental Health and Behavior of College Students During the COVID-19 Pandemic: Longitudinal Mobile Smartphone and Ecological Momentary Assessment Study, Part II.
Article in Journal of medical Internet research, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers, 2 of them syntheses that pooled it.
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Who cites it
23 citing papers in PubMed, 2 syntheses or guidelines pooled it, 55 citations in OpenAlex.
- Digital Phenotyping for Stress, Anxiety, and Mild Depression: Systematic Literature Review.JMIR mHealth and uHealth · 2024Pooled it
- Sensing Apps and Public Data Sets for Digital Phenotyping of Mental Health: Systematic Review.Journal of medical Internet research · 2022Pooled it
- Digital Phenotyping in Health Research: Scoping Review of Methods, Gaps, and Opportunities.Journal of medical Internet research · 2026Article
- Towards naturalistic social neuroscience: A multi-level framework integrating real-world phenotyping, neurobiology, and computational mechanisms.Cognitive, affective & behavioral neuroscience · 2026Review
- The Impact of Individual Factors on Careless Responding Across Different Mental Disorder Screenings: Cross-Sectional Study.Journal of medical Internet research · 2025Article
- Network analysis of comorbid depression and anxiety and their associations with academic engagement among medical students in the Post-Peak COVID-19 period in China.BMC psychology · 2025Article
- An app-based ecological momentary assessment of undergraduate student mental Health during the COVID-19 pandemic in Canada (Smart Healthy Campus Version 2.0): Longitudinal study.PLOS digital health · 2024Article
- Stress and suicide risk among adolescents: the role of problematic internet use, gaming disorder and emotional regulation.BMC public health · 2024Article
- Discrepancies Between Self-reported and Objectively Measured Smartphone Screen Time: Before and During Lockdown.Journal of prevention (2022) · 2023Article
- College and COVID-19: The Pandemic's reverberations on adolescents and emerging adults on campus.Current opinion in psychology · 2023Review
- Technostress and academic motivation: direct and indirect effects on university students' psychological health.Frontiers in psychology · 2023Article
- University students' opinions towards mobile sensing data collection: A qualitative analysis.Frontiers in digital health · 2023Article
- Mental health and academic experiences among U.S. college students during the COVID-19 pandemic.Frontiers in psychology · 2023Article
- Article
- Factors Associated with Physical Activity Increases and Decreases Among a Sample of Appalachian Residents During the COVID-19 Pandemic: A Cross-Sectional Study.Journal of Appalachian health · 2023Article
- Coping competence and hopelessness moderate the influence of perceived burdensomeness on suicidal ideation in undergraduate college students.Current psychology (New Brunswick, N.J.) · 2022Article
- Testing positive, losing a loved one, and financial hardship: Real-world impacts of COVID-19 on US college student distress.Journal of affective disorders · 2022Article
- Pharmacy Students' Mental Health and Resilience in COVID-19: An Assessment after One Year of Online Education.European journal of investigation in health, psychology and education · 2022Article
- The Batrachian Barf Bowl: An authentic research experience using ecological data from frog diets.Ecology and evolution · 2022Article
- Opportunities for Smartphone Sensing in E-Health Research: A Narrative Review.Sensors (Basel, Switzerland) · 2022Review
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Authors and funding
15 authors at 3 institutions in 1 country.
Funding
Abstract
backgroundSince late 2019, the lives of people across the globe have been disrupted by COVID-19. Millions of people have become infected with the disease, while billions of people have been continually asked or required by local and national governments to change their behavioral patterns. Previous research on the COVID-19 pandemic suggests that it is associated with large-scale behavioral and mental health changes; however, few studies have been able to track these changes with frequent, near real-time sampling or compare these changes to previous years of data for the same individuals.
objectiveBy combining mobile phone sensing and self-reported mental health data in a cohort of college-aged students enrolled in a longitudinal study, we seek to understand the behavioral and mental health impacts associated with the COVID-19 pandemic, measured by interest across the United States in the search terms coronavirus and COVID fatigue.
methodsBehaviors such as the number of locations visited, distance traveled, duration of phone use, number of phone unlocks, sleep duration, and sedentary time were measured using the StudentLife mobile smartphone sensing app. Depression and anxiety were assessed using weekly self-reported ecological momentary assessments, including the Patient Health Questionnaire-4. The participants were 217 undergraduate students. Differences in behaviors and self-reported mental health collected during the Spring 2020 term, as compared to previous terms in the same cohort, were modeled using mixed linear models.
resultsLinear mixed models demonstrated differences in phone use, sleep, sedentary time and number of locations visited associated with the COVID-19 pandemic. In further models, these behaviors were strongly associated with increased interest in COVID fatigue. When mental health metrics (eg, depression and anxiety) were added to the previous measures (week of term, number of locations visited, phone use, sedentary time), both anxiety and depression (P<.001) were significantly associated with interest in COVID fatigue. Notably, these behavioral and mental health changes are consistent with those observed around the initial implementation of COVID-19 lockdowns in the spring of 2020.
conclusionsIn the initial lockdown phase of the COVID-19 pandemic, people spent more time on their phones, were more sedentary, visited fewer locations, and exhibited increased symptoms of anxiety and depression. As the pandemic persisted through the spring, people continued to exhibit very similar changes in both mental health and behaviors. Although these large-scale shifts in mental health and behaviors are unsurprising, understanding them is critical in disrupting the negative consequences to mental health during the ongoing pandemic.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.