IDEAS home Printed from https://ideas.repec.org/a/oup/cjrecs/v15y2022i3p663-682..html
   My bibliography  Save this article

Urban-regional disparities in mental health signals in Australia during the COVID-19 pandemic: a study via Twitter data and machine learning models
[An integrated blueprint for digital mental health services amidst COVID-19]

Author

Listed:
  • Siqin Wang
  • 6Mengxi Zhang
  • Xiao Huang
  • Tao Hu
  • Zhenlong Li
  • Qian Chayn Sun

Abstract

This study establishes a novel empirical framework using machine learning techniques to measure the urban-regional disparity of the public’s mental health signals in Australia during the pandemic, and to examine the interrelationships amongst mental health, demographic and socioeconomic profiles of neighbourhoods, health risks and healthcare access. Our results show that the public’s mental health signals in capital cities were better than those in regional areas. The negative mental health signals in capital cities are associated with a lower level of income, more crowded living space, a lower level of healthcare availability and more difficulties in healthcare access.

Suggested Citation

  • Siqin Wang & 6Mengxi Zhang & Xiao Huang & Tao Hu & Zhenlong Li & Qian Chayn Sun, 2022. "Urban-regional disparities in mental health signals in Australia during the COVID-19 pandemic: a study via Twitter data and machine learning models [An integrated blueprint for digital mental healt," Cambridge Journal of Regions, Economy and Society, Cambridge Political Economy Society, vol. 15(3), pages 663-682.
    • Handle: RePEc:oup:cjrecs:v:15:y:2022:i:3:p:663-682.
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.1093/cjres/rsac025
    Download Restriction: Access to full text is restricted to subscribers.
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Diez-Roux, A.V., 1998. "Bringing context back into epidemiology: Variables and fallacies in multilevel analysis," American Journal of Public Health, American Public Health Association, vol. 88(2), pages 216-222.
    2. Alison Kennedy & Catherine Cosgrave & Joanna Macdonald & Kate Gunn & Timo Dietrich & Susan Brumby, 2021. "Translating Co-Design from Face-to-Face to Online: An Australian Primary Producer Project Conducted during COVID-19," IJERPH, MDPI, vol. 18(8), pages 1-14, April.
    3. Meyer, O.L. & Castro-Schilo, L. & Aguilar-Gaxiola, S., 2014. "Determinants of mental health and self-rated health: A model of socioeconomic status, neighborhood safety, and physical activity," American Journal of Public Health, American Public Health Association, vol. 104(9), pages 1734-1741.
    4. Fitzpatrick, Scott J. & Read, Donna & Brew, Bronwyn K. & Perkins, David, 2021. "A sociological autopsy lens on older adult suicide in rural Australia: Addressing health, psychosocial factors and care practices at the intersection of policies and institutions," Social Science & Medicine, Elsevier, vol. 284(C).
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Michael Batty & Judith Clifton & Peter Tyler & Li Wan, 2022. "The post-Covid city [Mobility, environment, and inequalities in the post-Covid city]," Cambridge Journal of Regions, Economy and Society, Cambridge Political Economy Society, vol. 15(3), pages 447-457.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Bolte, Gabriele, 2018. "Epidemiologische Methoden und Erkenntnisse als eine Grundlage für Stadtplanung und gesundheitsfördernde Stadtentwicklung," Forschungsberichte der ARL: Aufsätze, in: Baumgart, Sabine & Köckler, Heike & Ritzinger, Anne & Rüdiger, Andrea (ed.), Planung für gesundheitsfördernde Städte, volume 8, pages 118-134, ARL – Akademie für Raumentwicklung in der Leibniz-Gemeinschaft.
    2. Spielman, Seth E. & Yoo, Eun-hye, 2009. "The spatial dimensions of neighborhood effects," Social Science & Medicine, Elsevier, vol. 68(6), pages 1098-1105, March.
    3. Jin Liu & Ning Jiang & Amy Z. Fan & William W. Thompson & Ruyi Ding & Shiguang Ni, 2023. "Investigating the Associations Between Socioeconomic Factors and Unhealthy Days among Adults Using Zero-inflated Negative Binomial Regression," SAGE Open, , vol. 13(3), pages 21582440231, August.
    4. Dusan Paredes Araya & Tomothy M Komarek, 2013. "Spatial Income Inequality in Chile and the Rol of Spatial Labor Sorting," Documentos de Trabajo en Economia y Ciencia Regional 46, Universidad Catolica del Norte, Chile, Department of Economics, revised Apr 2013.
    5. Seth E Spielman & Eun-Hye Yoo & Crystal Linkletter, 2013. "Neighborhood Contexts, Health, and Behavior: Understanding the Role of Scale and Residential Sorting," Environment and Planning B, , vol. 40(3), pages 489-506, June.
    6. Zanetta Gant & Larry Gant & Ruiguang Song & Leigh Willis & Anna Satcher Johnson, 2014. "A Census Tract–Level Examination of Social Determinants of Health among Black/African American Men with Diagnosed HIV Infection, 2005–2009—17 US Areas," PLOS ONE, Public Library of Science, vol. 9(9), pages 1-7, September.
    7. Miller, Charlotte E. & Vasan, Ramachandran S., 2021. "The southern rural health and mortality penalty: A review of regional health inequities in the United States," Social Science & Medicine, Elsevier, vol. 268(C).
    8. Myers, Douglas J. & Kriebel, David & Karasek, Robert & Punnett, Laura & Wegman, David H., 2007. "The social distribution of risk at work: Acute injuries and physical assaults among healthcare workers working in a long-term care facility," Social Science & Medicine, Elsevier, vol. 64(4), pages 794-806, February.
    9. infocede, 2001. "Desnutrición infantil en Colombia: inequidades y determinantes," Documentos CEDE 20100, Universidad de los Andes, Facultad de Economía, CEDE.
    10. Martin Gaechter & Peter Schwazer & Engelbert Theurl, 2012. "Stronger Sex but Earlier Death: A Multi-level Socioeconomic Analysis of Gender Differences in Mortality in Austria," DANUBE: Law and Economics Review, European Association Comenius - EACO, issue 1, pages 1-23, March.
    11. De Clercq, B. & Vyncke, V. & Hublet, A. & Elgar, F.J. & Ravens-Sieberer, U. & Currie, C. & Hooghe, M. & Ieven, A. & Maes, L., 2012. "Social capital and social inequality in adolescents’ health in 601 Flemish communities: A multilevel analysis," Social Science & Medicine, Elsevier, vol. 74(2), pages 202-210.
    12. Kuang-Tsu Yang & Chun-Hao Yin & Yao-Min Hung & Shih-Ju Huang & Ching-Chih Lee & Tsu-Jen Kuo, 2020. "Continuity of Care Is Associated with Medical Costs and Inpatient Days in Children with Cerebral Palsy," IJERPH, MDPI, vol. 17(8), pages 1-15, April.
    13. Steffen Andreas Schüle & Gabriele Bolte, 2015. "Interactive and Independent Associations between the Socioeconomic and Objective Built Environment on the Neighbourhood Level and Individual Health: A Systematic Review of Multilevel Studies," PLOS ONE, Public Library of Science, vol. 10(4), pages 1-31, April.
    14. Win Wah & Arul Earnest & Charumathi Sabanayagam & Ching-Yu Cheng & Marcus Eng Hock Ong & Tien Y Wong & Ecosse L Lamoureux, 2015. "Composite Measures of Individual and Area-Level Socio-Economic Status Are Associated with Visual Impairment in Singapore," PLOS ONE, Public Library of Science, vol. 10(11), pages 1-12, November.
    15. Joanne Nicole Luke & Alister Thorpe & Carlina Black & Lisa Thorpe & David Thomas & Sandra Eades & Kevin Rowley, 2021. "Collaborative Social-Epidemiology: A Co-analysis of the Cultural and Structural Determinants of Health for Aboriginal Youth in Victorian Schools," IJERPH, MDPI, vol. 18(16), pages 1-22, August.
    16. repec:asg:wpaper:1020 is not listed on IDEAS
    17. Ziembroski, Jessica S. & Hauck, Erica L., 2004. "The Cumulative Effect Of Rural And Regional Residence Upon The Health Of Older Adults," Working Papers 18919, Oregon State University, Rural Poverty Research Center (RPRC).
    18. Sean Lucan & Nandita Mitra, 2012. "Perceptions of the food environment are associated with fast-food (not fruit-and-vegetable) consumption: findings from multi-level models," International Journal of Public Health, Springer;Swiss School of Public Health (SSPH+), vol. 57(3), pages 599-608, June.
    19. Cécile Rousseau & Joanna Anneke Rummens & Rochelle L. Frounfelker & Monica Ruiz Casares Yebenes & Janet Cleveland, 2022. "Canadian Health Personnel Attitudes Toward Refugee Claimants’ Entitlement to Health Care," Journal of International Migration and Integration, Springer, vol. 23(3), pages 1341-1356, September.
    20. Netta Achdut & Tehila Refaeli & Talia Meital Schwartz Tayri, 2021. "Subjective Poverty, Material Deprivation Indices and Psychological Distress Among Young Adults: The Mediating Role of Social Capital and Usage of Online Social Networks," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 158(3), pages 863-887, December.
    21. Anna Macintyre & Daniel Ferris & Briana Gonçalves & Neil Quinn, 2018. "What has economics got to do with it? The impact of socioeconomic factors on mental health and the case for collective action," Palgrave Communications, Palgrave Macmillan, vol. 4(1), pages 1-5, December.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:oup:cjrecs:v:15:y:2022:i:3:p:663-682.. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Oxford University Press (email available below). General contact details of provider: https://academic.oup.com/cjres .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.