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Open AccessJournal ArticleDOI

Lifestyle and mental health disruptions during COVID-19.

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TLDR
It is suggested that disruption to physical activity is a leading risk factor for depression during the pandemic and restoration of those habits-either naturally or through policy intervention-has limited impact on restoring mental well-being.
Abstract
Using a longitudinal dataset linking biometric and survey data from several cohorts of young adults before and during the COVID-19 pandemic ([Formula: see text]), we document large disruptions to physical activity, sleep, time use, and mental health. At the onset of the pandemic, average steps decline from 10,000 to 4,600 steps per day, sleep increases by 25 to 30 min per night, time spent socializing declines by over half to less than 30 min, and screen time more than doubles to over 5 h per day. Over the course of the pandemic from March to July 2020 the proportion of participants at risk for clinical depression ranges from 46% to 61%, up to a 90% increase in depression rates compared to the same population just prior to the pandemic. Our analyses suggest that disruption to physical activity is a leading risk factor for depression during the pandemic. However, restoration of those habits through a short-term intervention does not meaningfully improve mental well-being.

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Proceedings ArticleDOI

Comparison of models’ performance for predicting depression under COVID-19

Shun-Feng Xie
TL;DR: RF without re-sampling method is considered to be the comparatively best model for its highest sensitivity, precision, F1-score and G-mean among all five data analysis algorithms; especially for minimizing the false positive rate such that all patients with depression are successfully identified.
Journal ArticleDOI

Brief repeated virtual nature contact for three weeks boosts university students' nature connectedness and psychological and physiological health during the COVID-19 pandemic: A pilot study

TL;DR: In this paper , the authors examined the effectiveness of a 3-week virtual nature contact in improving nature connectedness and reducing psychophysiological stress and found significant changes in psychological stress levels after nature interventions compared with the baseline, including increased happiness and stronger emotions of comfort and relaxation.
Journal ArticleDOI

Development of a digital biomarker and intervention for subclinical depression: study protocol for a longitudinal waitlist control study

TL;DR: In this article , the authors developed digital biomarkers for subclinical symptoms of depression, developed digital markers for severity of subclinical depression, and investigated the efficacy of a digital intervention in reducing symptoms and severity of depression.
References
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Journal ArticleDOI

The CES-D Scale: A Self-Report Depression Scale for Research in the General Population

TL;DR: The CES-D scale as discussed by the authors is a short self-report scale designed to measure depressive symptomatology in the general population, which has been used in household interview surveys and in psychiatric settings.
Journal ArticleDOI

The psychological impact of quarantine and how to reduce it: rapid review of the evidence.

TL;DR: A review of the psychological impact of quarantine using three electronic databases is presented in this article, where the authors report negative psychological effects including post-traumatic stress symptoms, confusion, and anger.
Journal Article

A Brief Measure for Assessing Generalized Anxiety Disorder: The GAD-7

TL;DR: The GAD-7 is a valid and efficient tool for screening for GAD and assessing its severity in clinical practice and research.
Journal ArticleDOI

The PHQ-9: A new depression diagnostic and severity measure

TL;DR: A number of case-finding instruments for detecting depression in primary care, ranging from 2 to 28 items, tend to be highly correlated, with little evidence that one measure is superior to any other.
Journal ArticleDOI

The brief resilience scale: assessing the ability to bounce back.

TL;DR: The brief resilience scale (BRS) is a reliable means of assessing resilience as the ability to bounce back or recover from stress and may provide unique and important information about people coping with health-related stressors.
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