The Impact of COVID-19 Epidemic Declaration on Psychological Consequences: A Study on Active Weibo Users
Tóm tắt
COVID-19 (Corona Virus Disease 2019) has significantly resulted in a large number of psychological consequences. The aim of this study is to explore the impacts of COVID-19 on people’s mental health, to assist policy makers to develop actionable policies, and help clinical practitioners (e.g., social workers, psychiatrists, and psychologists) provide timely services to affected populations. We sample and analyze the Weibo posts from 17,865 active Weibo users using the approach of Online Ecological Recognition (OER) based on several machine-learning predictive models. We calculated word frequency, scores of emotional indicators (e.g., anxiety, depression, indignation, and Oxford happiness) and cognitive indicators (e.g., social risk judgment and life satisfaction) from the collected data. The sentiment analysis and the paired sample t-test were performed to examine the differences in the same group before and after the declaration of COVID-19 on 20 January, 2020. The results showed that negative emotions (e.g., anxiety, depression and indignation) and sensitivity to social risks increased, while the scores of positive emotions (e.g., Oxford happiness) and life satisfaction decreased. People were concerned more about their health and family, while less about leisure and friends. The results contribute to the knowledge gaps of short-term individual changes in psychological conditions after the outbreak. It may provide references for policy makers to plan and fight against COVID-19 effectively by improving stability of popular feelings and urgently prepare clinical practitioners to deliver corresponding therapy foundations for the risk groups and affected people.
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Tài liệu tham khảo
Huang, C.L., Wang, Y.M., Li, X.W., Ren, L.L., Zhao, J.P., Hu, Y., Zhang, L., Fan, G., Xu, G., and Gu, X. (2020). Clinical features of patients infected with 2019 novel coronavirus in Wuhan, China. Lancet.
John, 2013, The behavioral immune system and social conservatism: A meta-analysis, Evol. Hum. Behav., 34, 99, 10.1016/j.evolhumbehav.2012.10.003
Mortensen, 2010, Infection breeds reticence: The effects of disease salience on self-perceptions of personality and behavioral avoidance tendencies, Psychol. Sci., 21, 440, 10.1177/0956797610361706
Schaller, 2008, Pathogens, personality, and culture: Disease prevalence predicts worldwide variability in sociosexuality, extraversion, and openness to experience, J. Personal. Soc. Psychol., 95, 212, 10.1037/0022-3514.95.1.212
Ackerman, J.M., Becker, D.V., Mortensen, C.R., Sasaki, T., Neuberg, S.L., and Kenrick, D.T. (2009). A pox on the mind: Disjunction of attention and memory in the processing of physical disfigurement. J. Exp. Soc. Psychol., 45.
Schaller, 2006, Parasites, behavioral defenses, and the social psychological mechanisms through which cultures are evoked, Psychol. Inq., 17, 96
Houston, 1994, Do people avoid sitting next to someone who is facially disfigured, Eur. J. Soc. Psychol., 24, 279, 10.1002/ejsp.2420240205
Schaller, 2015, Implications of the behavioral immune system for social behavior and human health in the modern world, Philos. Trans. Biol. Sci., 370, 1, 10.1098/rstb.2014.0105
Norris, 2002, 60,000 disaster victims speak: Part II. Summary and implications of the disaster mental health research, Psychiatry Interpers. Biol. Process., 65, 240, 10.1521/psyc.65.3.240.20169
McGuire, 2002, Emotions, morbidity, and mortality: New perspectives from psychoneuroimmunology, Annu. Rev. Psychol., 53, 83, 10.1146/annurev.psych.53.100901.135217
Hills, 2002, The oxford happiness questionnaire: A compact scale for the measurement of psychological well-being, Personal. Individ. Differ., 33, 1073, 10.1016/S0191-8869(01)00213-6
Derogatis, 1973, SCL-90: An outpatient psychiatric rating scale—Preliminary report, Psychopharmacol. Bull., 9, 13
Diener, 1985, The satisfaction with life scale, J. Personal. Assess., 49, 71, 10.1207/s15327752jpa4901_13
Larsen, 1976, Women’s liberation: The development of a likert-type scale, J. Soc. Psychol., 98, 295, 10.1080/00224545.1976.9923404
Milas, 2013, Construct validation of a general social attitudes scale (SAS_G), J. Individ. Differ., 34, 203, 10.1027/1614-0001/a000115
Li, 2014, Predicting active users’ personality based on micro-blogging behaviors, PLoS ONE, 9, 1
Che, X.H., and Ip, B. (2018). Social Networks in China, Chandos. [1st ed.].
Kosinski, 2015, Facebook as a research tool for the social sciences: Opportunities, challenges, ethical considerations, and practical guidelines, Am. Psychol., 70, 543, 10.1037/a0039210
Liu, 2018, Using social media to explore the consequences of domestic violence on mental health, J. Interpers. Violence, 2, 1
Han, 2017, A study of clinical psychological nursing research hotspots in China and variation trends based on word frequency analysis and visualization analysis, Chin. Nurs. Res., 4, 38
Gao, R., Hao, B., Bai, S., Li, L., Li, A., and Zhu, T. (2013, January 12–16). Improving user profile with personality traits predicted from social media content. Proceedings of the 7th ACM conference on recommender systems, Hong Kong, China.
Zhao, 2016, Evaluating the validity of simplified Chinese version of LIWC in detecting psychological expressions in short texts on social network services, PLoS ONE, 11, 1
Liu, 2011, The linguistic platform technology, J. Chin. Inf. Process., 6, 53
Rau, 2013, Predicting mental health status on social media, Proceedings of the 5th International Conference on Cross-Cultural Design, Volume 8024, 101
Daniel, 2015, Studying user income through language, behavior and affect in social media, PLoS ONE, 10, 1
Liu, 2014, Personality prediction for microblog users with active learning method, Springer, 8944, 41
Youyou, 2017, Birds of a feather do flock together: Behavior-based personality-assessment method reveals personality similarity among couples and friends, Psychol. Sci., 28, 276, 10.1177/0956797616678187
Foulds, 1963, A theory of cognitive dissonance, Br. J. Psychiatry, 109, 164, 10.1192/bjp.109.458.164
Dunbar, R.I.M., and Barrett, L. (2007). Human evolution and social cognition. Oxford Handbook of Evolutionary Psychology, Oxford University.
Carone, 2001, A social cognitive perspective on religious beliefs: Their functions and impact on coping and psychotherapy, Clin. Psychol. Rev., 21, 989, 10.1016/S0272-7358(00)00078-7
Maunder, 2003, The immediate psychological and occupational impact of the 2003 SARS outbreak in a teaching hospital, Can. Med Assoc. J., 168, 1245
Tam, 2004, Severe acute respiratory syndrome (SARS) in Hong Kong in 2003: Stress and psychological impact among frontline healthcare workers, Psychol. Med., 34, 1197, 10.1017/S0033291704002247
Tziner, 2002, Group cohesiveness: A dynamic perspective, Soc. Behav. Personal., 10, 205, 10.2224/sbp.1982.10.2.205
Wiedemann, 1997, Risk perception and risk communication in environmental medicine, Z. Arztl. Fortbild. Qual., 91, 31