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Research Articles

The mental health and well-being of students and teachers during the COVID-19 pandemic: combining classical statistics and machine learning approaches

ORCID Icon, ORCID Icon & ORCID Icon
Pages 430-451 | Received 03 Aug 2021, Accepted 14 Jun 2023, Published online: 10 Jul 2023

References

  • Aelterman, A., Engels, N., Van Petegem, K., & Pierre Verhaeghe, J. (2007). The well‐being of teachers in Flanders: The importance of a supportive school culture. Educational Studies, 33(3), 285–297. https://doi.org/10.1080/03055690701423085
  • Ahorsu, D. K., Lin, C. Y., Imani, V., Saffari, M., Griffiths, M. D., & Pakpour, A. H. (2022). The fear of COVID-19 scale: Development and initial validation. International Journal of Mental Health and Addiction, 20(3), 1537–1545. https://doi.org/10.1007/s11469-020-00270-8
  • Allen, M. S., Iliescu, D., & Greiff, S. (2022). Single item measures in psychological science. European Journal of Psychological Assessment, 38(1), 1–5. https://doi.org/10.1027/1015-5759/a000699
  • Antaramian, S. P., Scott Huebner, E., Hills, K. J., & Valois, R. F. (2010). A dual-factor model of mental health: Toward a more comprehensive understanding of youth functioning. The American Journal of Orthopsychiatry, 80(4), 462–472. https://doi.org/10.1111/j.1939-0025.2010.01049.x
  • Aruta, J. J. B. R., Crisostomo, K. A., Canlas, N. F., Almazan, J. U., & Peñaranda, G. (2022). Measurement and community antecedents of positive mental health among the survivors of typhoons Vamco and Goni during the COVID-19 crisis in the Philippines. International Journal of Disaster Risk Reduction, 72, 102853. https://doi.org/10.1016/j.ijdrr.2022.102853
  • Baard, P. P., Deci, E. L., & Ryan, R. M. (2004). Intrinsic need satisfaction: A motivational basis of performance and well-being in two work settings. Journal of Applied Social Psychology, 34(10), 2045–2068. https://doi.org/10.1111/j.1559-1816.2004.tb02690.x
  • Baker, C. N., Peele, H., Daniels, M., Saybe, M., Whalen, K., Overstreet, S., & The New Orleans, T.-I S. L. C. & The New Orleans Trauma-Informed Schools Learning Collaborative. (2021). The experience of COVID-19 and its impact on teachers’ mental health, coping, and teaching. School Psychology Review, 50(4), 491–504. https://doi.org/10.1080/2372966X.2020.1855473
  • Beck, A. T., Steer, R. A., & Brown, O. K. (1996). Beck depression inventory manual (2nd ed.). Psychological Corporation.
  • Bengwasan, P. D., Bernardo, A. B., & Maximo, S. I. (2022). Translation and initial validation of the Depression Anxiety and Stress Scale (DASS-21) in Ilokano. Psychological Studies, 67(4), 594–604. https://doi.org/10.1007/s12646-022-00696-1
  • Bernardo, A. B. I., Mendoza, N. B., Simon, P. D., Cunanan, A. L. P., Dizon, J. I. W. T., Tarroja, M. C. H., Ma. Balajadia-Alcala, A., & Saplala, J. E. G. (2022). Coronavirus pandemic anxiety scale (CPAS-11): Development and initial validation. Current Psychology, 41(8), 5703–5711. https://doi.org/10.1007/s12144-020-01193-2
  • Bhopal, S. S., Bagaria, J., Olabi, B., & Bhopal, R. (2021). Children and young people remain at low risk of COVID-19 mortality. The Lancet Child & Adolescent Health, 5(5), e12–e13. https://doi.org/10.1016/S2352-4642(21)00066-3
  • Blasco-Belled, A., Tejada-Gallardo, C., Fatsini-Prats, M., & Alsinet, C. (2022). Mental health among the general population and healthcare workers during the COVID-19 pandemic: A meta-analysis of well-being and psychological distress prevalence. Current Psychology, https://doi.org/10.1007/s12144-022-02913-6
  • Breiman, L. (2001). Statistical modeling: The two cultures. Statistical Science, 16(3), 199–215. https://doi.org/10.1214/ss/1009213726
  • Bzdok, D. (2017). Classical statistics and statistical learning in imaging neuroscience. Frontiers in Neuroscience, 11, 543. https://doi.org/10.3389/fnins.2017.00543
  • Cao, W., Fang, Z., Hou, G., Han, M., Xu, X., Dong, J., & Zheng, J. (2020). The psychological impact of the COVID-19 epidemic on college students in China. Psychiatry Research, 287, 112934. https://doi.org/10.1016/j.psychres.2020.112934
  • Casanova, B. E. C., Felix, C. A. C., Balingit, N. D. Z., de Vera, A. M. F., Briones, M. D. M., & Aruta, J. J. B. R. (2022). Social support and bidimensional mental health among primary-level teachers during COVID-19 crisis. International Journal of School & Educational Psychology, 11(3), 245–258. https://doi.org/10.1080/21683603.2022.2105998
  • Chan, M. K., Sharkey, J. D., Lawrie, S. I., Arch, D. A. N., & Nylund-Gibson, K. (2021). Elementary school teacher well-being and supportive measures amid COVID-19: An exploratory study. School Psychology (Washington, DC), 36(6), 533–545. https://doi.org/10.1037/spq0000441
  • Collie, R. J. (2022). Job demands and resources, teachers’ subjective vitality, and turnover intentions: An examination during COVID-19. Educational Psychology, 1–20. https://doi.org/10.1080/01443410.2022.2036323
  • Collie, R. J., Bostwick, K. C. P., & Martin, A. J. (2020). Perceived autonomy support, relatedness with students, and workplace outcomes: An investigation of differences by teacher gender. Educational Psychology, 40(3), 253–272. https://doi.org/10.1080/01443410.2019.1663791
  • Cummings, C. M., Caporino, N. E., & Kendall, P. C. (2014). Comorbidity of anxiety and depression in children and adolescents: 20 years after. Psychological Bulletin, 140(3), 816–845. https://doi.org/10.1037/a0034733
  • De Villa, J. A., & Manalo, F. K. B. (2020). Secondary teachers’ preparation, challenges, and coping mechanism in the pre-implementation of distance learning in the new normal. IOER International Multidisciplinary Research Journal, 2(3), 144–154.
  • Duan, W., Kong, Y., Chen, Z., & Mu, W. (2022). COVID-19-induced social exclusion and quality of life among Chinese adolescents in the context of family education: The mediating role of perceived control. Educational Psychology, 1–14. https://doi.org/10.1080/01443410.2022.2099529
  • Ebersold, S., Rahm, T., & Heise, E. (2019). Autonomy support and well-being in teachers: Differential mediations through basic psychological need satisfaction and frustration. Social Psychology of Education, 22(4), 921–942. https://doi.org/10.1007/s11218-019-09499-1
  • Enriquez, V. G. (1986). Kapwa: A core concept in Filipino social psychology. In V. G. Enriquez (Ed.), Philippine world view (pp. 6–19). Institute of Southeast Asian Studies.
  • Flesia, L., Monaro, M., Mazza, C., Fietta, V., Colicino, E., Segatto, B., & Roma, P. (2020). Clinical medicine outbreak through stable psychological traits and machine learning models. Journal of Clinical Medicine, 9(10), 3350. https://doi.org/10.3390/jcm9103350
  • Fuligni, A. J. (2007). Family obligation, college enrollment, and emerging adulthood in Asian and Latin American families. Child Development Perspectives, 1(2), 96–100. https://doi.org/10.1111/j.1750-8606.2007.00022.x
  • Galea, S., Merchant, R. M., & Lurie, N. (2020). The mental health consequences of COVID-19 and physical distancing: The need for prevention and early intervention. JAMA Internal Medicine, 180(6), 817–818. https://doi.org/10.1001/jamainternmed.2020.1562
  • Ghosh, R., Dubey, M. J., Chatterjee, S., & Dubey, S. (2020). Impact of COVID-19 on children: Special focus on the psychosocial aspect. Minerva Pediatrica, 72(3), 226–235. https://doi.org/10.23736/S0026-4946.20.05887-9
  • Greenglass, E. R., Fiksenbaum, L., & Burke, R. J. (1994). The relationship between social support and burnout over time in teachers. Journal of Social Behavior & Personality, 9(2), 219–230.
  • Haw, J., & King, R. B. (2023). Perceived need-supportive leadership, perceived need-supportive teaching, and student engagement: A self-determination perspective. Social Psychology of Education. Advance online publication. https://doi.org/10.1007/s11218-023-09790-2
  • He, L., Levine, R. A., Fan, J., Beemer, J., & Stronach, J. (2018). Random forest as a predictive analytics alternative to regression in institutional research. Practical Assessment, Research and Evaluation, 23, 1.
  • Ho, S. M. Y., Kwong-Lo, R. S. Y., Mak, C. W. Y., & Wong, J. S. (2005). Fear of severe acute respiratory syndrome (SARS) among health care workers. Journal of Consulting and Clinical Psychology, 73(2), 344–349. https://doi.org/10.1037/0022-006X.73.2.344
  • Huang, Y., & Zhao, N. (2020). Generalized anxiety disorder, depressive symptoms and sleep quality during COVID-19 outbreak in China: A web-based cross-sectional survey. Psychiatry Research, 288, 112954. https://doi.org/10.1016/j.psychres.2020.112954
  • Iasiello, M., van Agteren, J., & Cochrane, E. M. (2020). Mental health and/or mental illness: A scoping review of the evidence and implications of the dual-continua model of mental health. Evidence Base, 2020(1), 1–45. https://doi.org/10.21307/eb-2020-001
  • Ishwaran, H., & Kogalur, U. B. (2020). Fast unified random forests for survival, regression, and classification (RF-SRC) (Version 2.9.3). https://github.com/kogalur/randomForestSRC
  • Kaufman, J., & Charney, D. (2000). Comorbidity of mood and anxiety disorders. Depression and Anxiety, 12(S1), 69–76. https://doi.org/10.1002/1520-6394(2000)12:1+<69::AID-DA9>3.0.CO;2-K
  • Keyes, C. L. M. (2002). The mental health continuum: From languishing to flourishing in life. Journal of Health and Social Behavior, 43(2), 207–222. https://doi.org/10.2307/3090197
  • Keyes, C. L. M. (2005). Mental illness and/or mental health? Investigating axioms of the complete state model of health. Journal of Consulting and Clinical Psychology, 73(3), 539–548. https://doi.org/10.1037/0022-006X.73.3.539
  • Keyes, C. L. M. (2007). Promoting and protecting mental health as flourishing: A complementary strategy for improving national mental health. The American Psychologist, 62(2), 95–108. https://doi.org/10.1037/0003-066X.62.2.95
  • Keyes, C. L. M., Wissing, M., Potgieter, J. P., Temane, M., Kruger, A., & van Rooy, S. (2008). Evaluation of the mental health continuum–short form (MHC–SF) in Setswana-speaking South Africans. Clinical Psychology & Psychotherapy, 15(3), 181–192. https://doi.org/10.1002/cpp.572
  • Killgore, W. D. S., Taylor, E. C., Cloonan, S. A., & Dailey, N. S. (2020). Psychological resilience during the COVID-19 lockdown. Psychiatry Research, 291, 113216. https://doi.org/10.1016/j.psychres.2020.113216
  • King, R. B. (2015). Sense of relatedness boosts engagement, achievement, and well-being: A latent growth model study. Contemporary Educational Psychology, 42, 26–38. https://doi.org/10.1016/j.cedpsych.2015.04.002
  • King, R. B., & Ganotice, F. A. Jr, (2015). Does family obligation matter for students’ motivation, engagement, and well-being?: It depends on your self-construal. Personality and Individual Differences, 86, 243–248. https://doi.org/10.1016/j.paid.2015.06.027
  • King, R. B., & McInerney, D. M. (2019). Family-support goals drive engagement and achievement in a collectivist context: Integrating etic and emic approaches in goal research. Contemporary Educational Psychology, 58, 338–353. https://doi.org/10.1016/j.cedpsych.2019.04.003
  • King, R. B., Yin, H., Allen, K. A. (2023). Re-imagining teaching, learning, and well-being amidst the COVID-pandemic: challenges, opportunities, and recommendations. Educational and Developmental Psychologist, 40(1), 1–4. https://doi.org/10.1080/20590776.2023.2148827
  • Klassen, R. M., Perry, N. E., & Frenzel, A. C. (2012). Teachers’ relatedness with students: An underemphasized component of teachers’ basic psychological needs. Journal of Educational Psychology, 104(1), 150–165. https://doi.org/10.1037/a0026253
  • Kroenke, K., Spitzer, R. L., Williams, J. B., Monahan, P. O., & Löwe, B. (2007). Anxiety disorders in primary care: Prevalence, impairment, comorbidity, and detection. Annals of Internal Medicine, 146(5), 317–325. https://doi.org/10.7326/0003-4819-146-5-200703060-00004
  • Kroenke, K., Spitzer, R. L., & Williams, J. B. (2003). The patient health questionnaire-2: Validity of a two-item depression screener. Medical Care, 41(11), 1284–1292. https://doi.org/10.1097/01.MLR.0000093487.78664.3C
  • Kroenke, K., Spitzer, R. L., Williams, J. B., & Löwe, B. (2009). An ultra-brief screening scale for anxiety and depression: The PHQ–4. Psychosomatics, 50(6), 613–621. https://doi.org/10.1016/S0033-3182(09)70864-3
  • Lavy, S., & Naama-Ghanayim, E. (2020). Why care about caring? Linking teachers’ caring and sense of meaning at work with students’ self-esteem, well-being, and school engagement. Teaching and Teacher Education, 91, 103046. https://doi.org/10.1016/j.tate.2020.103046
  • Lawson, M., Piel, M. H., & Simon, M. (2020). Child maltreatment during the COVID-19 pandemic: Consequences of parental job loss on psychological and physical abuse towards children. Child Abuse & Neglect, 110(Pt 2), 104709. https://doi.org/10.1016/j.chiabu.2020.104709
  • Liaw, A., & Wiener, M. (2022). Package “randomForest”: Breiman and Cutler’s random forests for classification and regression (ver. 4.7-1). The Comprehensive R Archive Network. https://cran.r-project.org/web/packages/randomForest/index.html
  • Liu, W., Mei, J., Tian, L., & Huebner, E. S. (2016). Age and gender differences in the relation between school-related social support and subjective well-being in school among students. Social Indicators Research, 125(3), 1065–1083. https://doi.org/10.1007/s11205-015-0873-1
  • Lizana, P. A., & Lera, L. (2022). Depression, anxiety, and stress among teachers during the second COVID-19 wave. International Journal of Environmental Research and Public Health, 19(10), 5968. https://www.mdpi.com/1660-4601/19/10/5968 https://doi.org/10.3390/ijerph19105968
  • Loades, M. E., Chatburn, E., Higson-Sweeney, N., Reynolds, S., Shafran, R., Brigden, A., Linney, C., McManus, M. N., Borwick, C., & Crawley, E. (2020). Rapid systematic review: The impact of social isolation and loneliness on the mental health of children and adolescents in the context of COVID-19. Journal of the American Academy of Child and Adolescent Psychiatry, 59(11), 1218–1239.e3. https://doi.org/10.1016/j.jaac.2020.05.009
  • Lovibond, P. F., & Lovibond, S. H. (1995). The structure of negative emotional states: Comparison of the Depression Anxiety Stress Scales (DASS) with the beck depression and anxiety inventories. Behaviour Research and Therapy, 33(3), 335–343. https://doi.org/10.1016/0005-7967(94)00075-u
  • Lu, M., & Ishwaran, H. (2018). A prediction-based alternative to P values in regression models. The Journal of Thoracic and Cardiovascular Surgery, 155(3), 1130–1136.e4. https://doi.org/10.1016/j.jtcvs.2017.08.056
  • MacIntyre, P. D., Gregersen, T., & Mercer, S. (2020). Language teachers’ coping strategies during the Covid-19 conversion to online teaching: Correlations with stress, wellbeing and negative emotions. System, 94, 102352. https://doi.org/10.1016/j.system.2020.102352
  • Masuyama, A., Shinkawa, H., & Kubo, T. (2022). Validation and psychometric properties of the Japanese version of the Fear of COVID-19 Scale among adolescents. International Journal of Mental Health and Addiction, 20(1), 387–397. https://doi.org/10.1007/s11469-020-00368-z
  • McLean, C. P., Asnaani, A., Litz, B. T., & Hofmann, S. G. (2011). Gender differences in anxiety disorders: Prevalence, course of illness, comorbidity and burden of illness. Journal of Psychiatric Research, 45(8), 1027–1035. https://doi.org/10.1016/j.jpsychires.2011.03.006
  • Mendoza, N. B., Frondozo, C. E., Dizon, J. I. W. T., & Buenconsejo, J. U. (2022). The factor structure and measurement invariance of the PHQ-4 and the prevalence of depression and anxiety in a Southeast Asian context amid the COVID-19 pandemic. Current Psychology. https://doi.org/10.1007/s12144-022-02833-5
  • Moore, G. F., Cox, R., Evans, R. E., Hallingberg, B., Hawkins, J., Littlecott, H. J., Long, S. J., & Murphy, S. (2018). School, peer and family relationships and adolescent substance use, subjective wellbeing and mental health symptoms in Wales: A cross-sectional study. Child Indicators Research, 11(6), 1951–1965. https://doi.org/10.1007/s12187-017-9524-1
  • Morrissette, M. (2021). School closures and social anxiety during the COVID-19 pandemic. Journal of the American Academy of Child and Adolescent Psychiatry, 60(1), 6–7. https://doi.org/10.1016/j.jaac.2020.08.436
  • Nguyen, L. H., Drew, D. A., Graham, M. S., Joshi, A. D., Guo, C.-G., Ma, W., Mehta, R. S., Warner, E. T., Sikavi, D. R., Lo, C.-H., Kwon, S., Song, M., Mucci, L. A., Stampfer, M. J., Willett, W. C., Eliassen, A. H., Hart, J. E., Chavarro, J. E., Rich-Edwards, J. W., … Zhang, F. (2020). Risk of COVID-19 among front-line health-care workers and the general community: A prospective cohort study. The Lancet Public Health, 5(9), e475–e483. https://doi.org/10.1016/S2468-2667(20)30164-X
  • Orrù, G., Monaro, M., Conversano, C., Gemignani, A., & Sartori, G. (2019). Machine learning in psychometrics and psychological research. Frontiers in Psychology, 10, 2970. https://doi.org/10.3389/fpsyg.2019.02970
  • Ozamiz-Etxebarria, N., Berasategi Santxo, N., Idoiaga Mondragon, N., & Dosil Santamaría, M. (2020). The psychological state of teachers during the COVID-19 crisis: The challenge of returning to face-to-face teaching. Frontiers in Psychology, 11, 620718. https://doi.org/10.3389/fpsyg.2020.620718
  • Patra, S., Patro, B. K., & Acharya, S. P. (2020). COVID-19 lockdown and school closure: Boon or bane for child mental health, results of a telephonic parent survey. Asian Journal of Psychiatry, 54, 102395. https://doi.org/10.1016/j.ajp.2020.102395
  • Radloff, L. S. (1977). The CES-D scale: A self-report depression scale for research in the general population. Applied Psychological Measurement, 1(3), 385–401. https://doi.org/10.1177/014662167700100306
  • Rajkumar, R. P. (2020). COVID-19 and mental health: A review of the existing literature. Asian Journal of Psychiatry, 52, 102066. https://doi.org/10.1016/j.ajp.2020.102066
  • Ranjbar, K., Hosseinpour, H., Shahriarirad, R., Ghaem, H., Jafari, K., Rahimi, T., Mirahmadizadeh, A., & Hosseinpour, P. (2021). Students’ attitude and sleep pattern during school closure following COVID-19 pandemic quarantine: A web-based survey in south of Iran. Environmental Health and Preventive Medicine, 26(1), 33. https://doi.org/10.1186/s12199-021-00950-4
  • Ryff, C. D. (1989). Happiness is everything, or is it? Explorations on the meaning of psychological well-being. Journal of Personality and Social Psychology, 57(6), 1069–1081. https://doi.org/10.1037/0022-3514.57.6.1069
  • Santini, Z. I., Torres-Sahli, M., Hinrichsen, C., Meilstrup, C., Madsen, K. R., Rayce, S. B., Baker, M. M., Ten Have, M., Schotanus-Dijkstra, M., & Koushede, V. (2020). Measuring positive mental health and flourishing in Denmark: Validation of the Mental Health Continuum-Short Form (MHC-SF) and cross-cultural comparison across three countries. Health and Quality of Life Outcomes, 18(1), 297. https://doi.org/10.1186/s12955-020-01546-2
  • Schwartz, K. D., Exner-Cortens, D., McMorris, C. A., Makarenko, E., Arnold, P., Van Bavel, M., Williams, S., & Canfield, R. (2021). COVID-19 and student well-being: Stress and mental health during return-to-school. Canadian Journal of School Psychology, 36(2), 166–185. https://doi.org/10.1177/08295735211001653
  • Spilt, J. L., Koomen, H. M. Y., & Thijs, J. T. (2011). Teacher wellbeing: The importance of teacher–student relationships. Educational Psychology Review, 23(4), 457–477. https://doi.org/10.1007/s10648-011-9170-y
  • Talidong, K. J. B., & Toquero, C. M. D. (2020). Philippine teachers’ practices to deal with anxiety amid COVID-19. Journal of Loss and Trauma, 25(6–7), 573–579. https://doi.org/10.1080/15325024.2020.1759225
  • Tang, S., Xiang, M., Cheung, T., & Xiang, Y. T. (2021). Mental health and its correlates among children and adolescents during COVID-19 school closure: The importance of parent-child discussion. Journal of Affective Disorders, 279, 353–360. https://doi.org/10.1016/j.jad.2020.10.016
  • Tee, M., Wang, C., Tee, C., Pan, R., Reyes, P. W., Wan, X., Anlacan, J., Tan, Y., Xu, L., Harijanto, C., Kuruchittham, V., Ho, C., & Ho, R. (2020). Impact of the COVID-19 pandemic on physical and mental health in lower and upper middle-income Asian countries: A comparison between the Philippines and China. Frontiers in Psychiatry, 11, 568929. https://doi.org/10.3389/fpsyt.2020.568929
  • Tee, M. L., Tee, C. A., Anlacan, J. P., Aligam, K. J. G., Reyes, P. W. C., Kuruchittham, V., & Ho, R. C. (2020). Psychological impact of COVID-19 pandemic in the Philippines. Journal of Affective Disorders, 277, 379–391. https://doi.org/10.1016/j.jad.2020.08.043
  • Torales, J., O’Higgins, M., Castaldelli-Maia, J. M., & Ventriglio, A. (2020). The outbreak of COVID-19 coronavirus and its impact on global mental health. The International Journal of Social Psychiatry, 66(4), 317–320. https://doi.org/10.1177/0020764020915212
  • UNESCO. (2021). One year into COVID-19 education disruption: Where do we stand? https://en.unesco.org/news/one-year-covid-19-education-disruption-where-do-we-stand
  • Wang, C., Pan, R., Wan, X., Tan, Y., Xu, L., Ho, C. S., & Ho, R. C. (2020). Immediate psychological responses and associated factors during the initial stage of the 2019 coronavirus disease (COVID-19) epidemic among the general population in China. International Journal of Environmental Research and Public Health, 17(5), 1729.https://doi.org/10.3390/ijerph17051729
  • Wang, F., King, R. B., & Leung, S. O. (2022). Beating the odds: Identifying the top predictors of resilience among Hong Kong students. Child Indicators Research, 15(5), 1921–1944. https://doi.org/10.1007/s12187-022-09939-z
  • Wang, Y., King, R., & Leung, S. O. (2023). Understanding Chinese students' well-Being: A machine learning study. Child Indicators Research, 16(2), 581–616. https://doi.org/10.1007/s12187-022-09997-3
  • Wang, C., Tee, M., Roy, A. E., Fardin, M. A., Srichokchatchawan, W., Habib, H. A., Tran, B. X., Hussain, S., Hoang, M. T., Le, X. T., Ma, W., Pham, H. Q., Shirazi, M., Taneepanichskul, N., Tan, Y., Tee, C., Xu, L., Xu, Z., Vu, G. T., … Kuruchittham, V. (2021). The impact of COVID-19 pandemic on physical and mental health of Asians: A study of seven middle-income countries in Asia. PloS One, 16(2), e0246824. https://doi.org/10.1371/journal.pone.0246824
  • Weißenfels, M., Benick, M., & Perels, F. (2022). Teachers’ prerequisites for online teaching and learning: Individual differences and relations to well-being during the COVID-19 pandemic. Educational Psychology, 42(10), 1283–1300. https://doi.org/10.1080/01443410.2022.2034747
  • Westerhof, G. (2016). The dual continua model of mental health and illness: Theory, findings, and applications in psychogerontology. In L. Riby (Ed.), Handbook of gerontology research methods: Understanding successful ageing (pp. 79–94). Routledge/Taylor & Francis.
  • Westerhof, G. J., & Keyes, C. L. M. (2010). Mental illness and mental health: The two continua model across the lifespan. Journal of Adult Development, 17(2), 110–119. https://doi.org/10.1007/s10804-009-9082-y
  • Wight, R. G., Botticello, A. L., & Aneshensel, C. S. (2006). Socioeconomic context, social support, and adolescent mental health: A multilevel investigation. Journal of Youth and Adolescence, 35(1), 109–120. https://doi.org/10.1007/s10964-005-9009-2
  • Wit, D. J. D., Karioja, K., Rye, B. J., & Shain, M. (2011). Perceptions of declining classmate and teacher support following the transition to high school: Potential correlates of increasing student mental health difficulties. Psychology in the Schools, 48(6), 556–572. https://doi.org/10.1002/pits.20576
  • Yarkoni, T., & Westfall, J. (2017). Choosing prediction over explanation in psychology: Lessons from machine learning. Perspectives on Psychological Science: A Journal of the Association for Psychological Science, 12(6), 1100–1122. https://doi.org/10.1177/1745691617693393
  • Young, C. C., & Dietrich, M. S. (2015). Stressful life events, worry, and rumination predict depressive and anxiety symptoms in young adolescents. Journal of Child and Adolescent Psychiatric Nursing, 28(1), 35–42. https://doi.org/10.1111/jcap.12102
  • Zhang, C., Ye, M., Fu, Y., Yang, M., Luo, F., Yuan, J., & Tao, Q. (2020). The psychological impact of the COVID-19 pandemic on teenagers in China. The Journal of Adolescent Health, 67(6), 747–755. https://doi.org/10.1016/j.jadohealth.2020.08.026
  • Zhao, S. Z., Wong, J. Y. H., Luk, T. T., Wai, A. K. C., Lam, T. H., & Wang, M. P. (2020). Mental health crisis under COVID-19 pandemic in Hong Kong, China. International Journal of Infectious Diseases, 100, 431–433. https://doi.org/10.1016/j.ijid.2020.09.030
  • Zimet, G. D., Dahlem, N. W., Zimet, S. G., & Farley, G. K. (1988). The multidimensional scale of perceived social support. Journal of Personality Assessment, 52(1), 30–41. https://doi.org/10.1207/s15327752jpa5201_2

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