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Mental Health Issues During COVID-19: A Data Exploration

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Social Informatics (SocInfo 2022)

Part of the book series: Lecture Notes in Computer Science ((LNCS,volume 13618))

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Abstract

The emergence of COVID-19 and its associated containment strategies, such as lockdowns and social distancing, are expected to impact mental health, which could be more severe among people with pre-existing mental health disorders. In this research, we aim to better understand the changes in mental health during the COVID-19 pandemic by analysing data from mental health-related communities. We have collected data from the 15th of February 2020 to the 15th of July 2020 and analysed these data using interaction, linguistic structure, and interpersonal awareness measures. Our findings show that early in the lockdown, individuals showed selflessness, solidarity, and low rates of seeking help, but they also showed a negative mental health state. Moreover, considering the importance of social support in mental illness, we also aim to explore what derives social support in mental health communities. We found that receiving high social support was hindered by the use more swearing and negative emotional or self-referent words. Furthermore, not receiving social support may push actual help seekers to repeat their posts, which may be considered spamming in Reddit forums. Hence, we investigated the characteristics of duplicate posts authored by real help seekers to build a spam classifier. Our investigation showed that actual help seekers tend to show different levels of mental health when they repeat their posts for seeking immediate help.

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References

  1. Albrektsson, F.: Detecting Sockpuppets in Social Media with Plagiarism Detection Algorithms. MS, KTH Royal Institute of Technology (2017)

    Google Scholar 

  2. Baumgartner, J., Zannettou, S., Keegan, B., Squire, M., Blackburn, J.: The Pushshift Reddit Dataset. In: AAAI Conference on Web and Social Media. 26 May 2020. vol. 14, pp. 830–839. ICWSM (2020)

    Google Scholar 

  3. Biester, L., Matton, K., Rajendran, J., Provost, E.M., Mihalcea, R.: Quantifying the Effects of COVID-19 on Mental Health Support Forums. arXiv preprint arXiv:2009.04008 (2020)

  4. Centers for Disease Control and Prevention, 2020. Coping with Stress. https://www.cdc.gov/ coronavirus/2019-ncov/daily-life-coping/managing-stress-anxiety.html Accessed 15 Jul 2020

  5. Chancellor, S. De Choudhury, M.: Methods in predictive techniques for mental health status on social media: a critical review. NPJ Dig. Med. 3(1), 1–11 (2020). https://doi.org/10.1038/s41746-020-0233-7

  6. Chew, Q.H., Wei, K.C., Vasoo, S., Chua, H.C., Sim, K.: Narrative synthesis of psychological and coping responses towards emerging infectious disease outbreaks in the general population: practical considerations for the COVID-19 pandemic. Singapore Med. J. 61(7), 350–356 (2020)

    Google Scholar 

  7. Chung, C., Pennebaker, J.W.: The psychological functions of function words. In: Fiedler, K. (ed.) 2007, pp. 343–359. Psychology Press, Social Communication, New York (2007)

    Google Scholar 

  8. De Choudhury, M., Counts, S., Horvitz, E.: Predicting postpartum changes in emotion and behavior via social media. In: SIGCHI Conference on Human Factors in Computing Systems, pp. 3267–3276 (2013)

    Google Scholar 

  9. De Choudhury, M., De, S.: Mental health discourse on reddit: self-disclosure, social support, and anonymity. In: 8th International AAAI Conference on Weblogs and Social Media, 16 May 2014. ICWSM (2014)

    Google Scholar 

  10. De Choudhury, M., Kiciman, E., Dredze, M., Coppersmith, G., Kumar, M.: Discovering shifts to suicidal ideation from mental health content in social media. In: Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems, pp. 2098–2110. ACM (2016). https://doi.org/10.1145/2858036.2858207

  11. Hridoy, M.N.H., Islam, M.M., Amin, R., Sultana, B.: Duplicate contents restriction algorithm for copied post on online social network. In: Conference on Sustainable Technologies for Industry 4.0 (STI) (2019)

    Google Scholar 

  12. Jacobson, N.C., Lekkas, D., Price, G., Heinz, M.V., Song, M., O’Malley, A.J., Barr, P.J.: Flattening the mental health curve: COVID-19 stay-at-home orders are associated with alterations in mental health search behavior in the United States. JMIR Mental Health 7(6), e19347 (2020)

    Google Scholar 

  13. Kassambara, A., Statistical tests. https://www.datanovia.com/en/lessons Accessed 16 Jul 2020

  14. Li, S., Wang, Y., Xue, J., Zhao, N., Zhu, T.: The impact of COVID-19 epidemic declaration on psychological consequences: a study on active Weibo users. Int. J. Environ. Res. Public Health 17(6), 2032 (2020). https://doi.org/10.3390/ijerph17062032

  15. Moreno, C., et al.: How mental health care should change as a consequence of the COVID-19 pandemic. Lancet Psychiatry 7(9), 813–824 (2020). https://doi.org/10.1016/S2215-0366(20)30307-2

  16. Pavalanathan, U., De Choudhury, M.: Identity management and mental health discourse in social media. In: Proceedings of the 24th WWW Conference (2015). https://doi.org/10.1145/2740908.2743049

  17. Rajkumar, R.P.: COVID-19 and mental health: a review of the existing literature. Asian J. Psychiatry (2020). https://doi.org/10.1016/j.ajp.2020.102066

  18. Reddit, What constitutes spam? Am I a spammer? (2020). https://reddit.zendesk.com/hc/en-us/articles/360043504051-What-constitutes-spam-Am-I-a-spammer- Accessed 20 Jul 2020

  19. Tolbert, J., Kates, J., Levitt, L.: Lifting social distancing measures in America: state actions & Metrics (2020). https://www.kff.org/policy-watch/lifting-social-distancing-measures-in-america-state-actions-metricsAccessed 29 Jul 2020

  20. Torales, J., O’Higgins, M., Castaldelli-Maia, J.M., Ventriglio, A.: The outbreak of COVID-19 coronavirus and its impact on global mental health. Int. J. Soc. Psychiatry 66(4), 317–320 (2020). https://doi.org/10.1177/0020764020915212

  21. Tull, M.T., Edmonds, K.A., Scamaldo, K.M., Richmond, J.R., Rose, J.P., Gratz, K.L.: Psychological outcomes associated with stay-at-home orders and the perceived impact of COVID-19 on daily life. Psychiatry Res. 289, 113098 (2020). https://doi.org/10.1016/j.psychres.2020.113098

  22. World Health Organization, Coronavirus disease 2019 (COVID-19): Situation Report-72. World Health Organization (2020). https://www.who.int/docs/default-source/coronaviruse/situation-reports/20200401-sitrep-72-covid-19.pdf?sfvrsn=3dd8971b_2 Accessed 11 Aug 2020

  23. Zeileis, A., Kleiber, C., Jackman, S.: Regression models for count data in R. J. Stat. Softw. 27(8), 1–25 (2008). https://doi.org/10.18637/jss.v027.i08

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Correspondence to Salwa M. Althobaity .

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Althobaity, S.M., Jose, J.M. (2022). Mental Health Issues During COVID-19: A Data Exploration. In: Hopfgartner, F., Jaidka, K., Mayr, P., Jose, J., Breitsohl, J. (eds) Social Informatics. SocInfo 2022. Lecture Notes in Computer Science, vol 13618. Springer, Cham. https://doi.org/10.1007/978-3-031-19097-1_17

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  • DOI: https://doi.org/10.1007/978-3-031-19097-1_17

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  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-031-19096-4

  • Online ISBN: 978-3-031-19097-1

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