Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2020 Nov 10:11:559572.
doi: 10.3389/fpsyg.2020.559572. eCollection 2020.

Emotion Network Analysis During COVID-19 Quarantine - A Longitudinal Study

Affiliations

Emotion Network Analysis During COVID-19 Quarantine - A Longitudinal Study

Ramón Martín-Brufau et al. Front Psychol. .

Abstract

Introduction: The coronavirus disease 2019 (COVID-19) emergency has imposed important challenges in the lives of individuals, particularly since the restriction of free movement. In Spain, this mandatory home confinement started on March 14, 2020. In this scenario, some calls have been made to better understand the exact impact of the quarantine on the emotional status of individuals across time. Materials and Methods: On the first day that the Spanish government imposed the quarantine, our team launched an online longitudinal study to monitor emotional responses to the COVID-19 emergency over time. For 2 weeks, 187 people have responded to a daily diary on emotion functioning. An emotion network analysis was performed to study the network structure of 30 mood states and its changes during the first 2 weeks of the quarantine. Results: The emotional network showed critical changes in the interactions of emotions over time. An analysis of mean emotional levels did not show statistically significant changes in mood over time. Interestingly, two different network patterns were found when the sample was divided between those with favorable responses and those with unfavorable responses. Discussion: This new approach to the study of longitudinal changes of the mood state network of the population reveals different adaptation strategies reflected on the sample's emotional network. This network approach can help identify most fragile individuals (more vulnerable to external stressors) before they develop clear and identifiable psychopathology and also help identify anti-fragile individuals (those who improve their functioning in the face of external stressors). This is one of the first studies to apply an emotional network approach to study the psychological effects of pandemics and might offer some clues to psychologists and health administrators to help people cope with and adjust to this critical situation.

Keywords: coronavirus disease 2019; mood/emotion; network analysis; pandemic impact assessment; psychopathology.

PubMed Disclaimer

Figures

Figure 1
Figure 1
Mood network of the POMS mood dimensions.
Figure 2
Figure 2
Changes in mood levels for (A) mood deterioration and (B) mood improvement.
Figure 3
Figure 3
Mood networks of the POMS mood dimensions for the (A) deterioration and (B) improvement groups.

References

    1. Alpass F. M., Neville S. (2003). Loneliness, health and depression in older males. Aging Ment. Health 7, 212–216. 10.1080/1360786031000101193, PMID: - DOI - PubMed
    1. Andrade E., Arce C., De Francisco C., Torrado J., Garrido J. (2013). Abbreviated version in spanish of the POMS questionnaire for adult athletes and general population. J. Sport Psych. 22, 95–102.
    1. Baltar F., Brunet I. (2012). Social research 2.0: virtual snowball sampling method using Facebook. Internet Res. 22, 57–74. 10.1108/10662241211199960 - DOI
    1. Beard C., Millner A. J., Forgeard M. J. C., Fried E. I., Hsu K. J., Treadway M. T., et al. (2016). Network analysis of depression and anxiety symptom relationships in a psychiatric sample. Psychol. Med. 46, 3359–3369. 10.1017/S0033291716002300, PMID: - DOI - PMC - PubMed
    1. Berrocal P., Extremera N. (2008). A review of trait meta-mood research. Adv. Psychol. Res. 55, 17–45.

LinkOut - more resources