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Research Article

Spatio-temporal analysis of mental illness and the impact of marginalization-based factors: a case study of Ontario, Canada

Pages 237-250 | Received 30 Dec 2019, Accepted 28 Jun 2020, Published online: 05 Aug 2020

References

  • Anderson, C., and L. Ryan. 2017. “A Comparison of Spatio-temporal Disease Mapping Approaches Including an Application to Ischaemic Heart Disease in New South Wales, Australia.” International Journal of Environmental Research and Public Health 14: 146.
  • Bécares, L., M. E. Dewey, and J. Das-Munshi. 2018. “Ethnic Density Effects for Adult Mental Health: Systematic Review and Meta-analysis of International Studies.” Psychological Medicine 48 (12): 2054–2072. doi:10.1017/S0033291717003580.
  • Benbow, S. 2009. “Societal Abuse in the Lives of Individuals with Mental Illness.” Canadian Nurse 105 (6): 30-32.
  • Besag, J., J. York, and A. Mollie. 1991. “Bayesian Image Restoration, with Two Applications in Spatial Statistics.” The Annals of the Institute of Statistical Mathematics 43 (1): 1–20. doi:10.1007/BF00116466.
  • Bhana, A., and Y. G. Pillay. 1998. “The Use of the Geographical Information System (GIS) to Determine Potential Access and Allocation of Public Mental Health Resources in KwaZulu-Natal.” South African Journal of Psychology 28 (4): 222–233. doi:10.1177/008124639802800405.
  • Chafetz, L., and S. M. Goldfinger. 1984. “Residential Instability in a Psychiatric Emergency Setting.” Psychiatric Quarterly 56 (1): 20–34. doi:10.1007/BF01324629.
  • Chiu, M., A. Amartey, X. Wang, and P. Kurdyak. 2018. “Ethnic Differences in Mental Health Status and Service Utilization: A Population-based Study in Ontario, Canada.” The Canadian Journal of Psychiatry 63 (7): 481–491. doi:10.1177/0706743717741061.
  • Danto, D., and R. Walsh. 2017. “Mental Health Perceptions and Practices of A Cree Community in Northern Ontario: A Qualitative Study.” International Journal of Mental Health and Addiction 15 (4): 725–737. doi:10.1007/s11469-017-9791-6.
  • Davis, K. A., C. L. Sudlow, and M. Hotopf. 2016. “Can Mental Health Diagnoses in Administrative Data Be Used for Research? A Systematic Review of the Accuracy of Routinely Collected Diagnoses.” BMC Psychiatry 16 (1): 263. doi:10.1186/s12888-016-0963-x.
  • Dembling, B. P., V. Rovnyak, S. Mackey, and M. Blank. 2002. “Effects of Geographic Migration on SMI Prevalence Estimates.” Mental Health Services Research 4: 7–12. doi:10.1023/A:1014041024787.
  • DeVerteuil, G., A. Hinds, L. Lix, J. Walker, R. Robinson, and L. L. Roos. 2007. “Mental Health and the City: Intra-urban Mobility among Individuals with Schizophrenia.” Health & Place 13 (2): 310–323. doi:10.1016/j.healthplace.2006.02.001.
  • Dewa, C. S., A. Lesage, P. Goering, and M. Caveen. 2004. “Nature and Prevalence of Mental Illness in the Workplace.” Healthcare Papers 5 (2): 12–25. doi:10.12927/hcpap.16820.
  • Di Biase, S., and H. Bauder. 2005. “Immigrant Settlement in Ontario: Location and Local Labour Markets.” Canadian Ethnic Studies 37 (3): p.114.
  • Dormann, C. F., J. Elith, S. Bacher, C. Buchmann, G. Carl, G. Carré, J. R. G. Marquéz, et al. 2013. “Collinearity: A Review of Methods to Deal with It and a Simulation Study Evaluating Their Performance.” Ecography 36 (1): 27–46. doi:10.1111/j.1600-0587.2012.07348.x.
  • Dreger, S., C. Buck, and G. Bolte. 2014. “Material, Psychosocial and Sociodemographic Determinants are Associated with Positive Mental Health in Europe: A Cross-sectional Study.” BMJ Open 4 (5): e005095. doi:10.1136/bmjopen-2014-005095.
  • Durbin, A., R. Moineddin, E. Lin, L. S. Steele, and R. H. Glazier. 2015. “Examining the Relationship between Neighbourhood Deprivation and Mental Health Service Use of Immigrants in Ontario, Canada: A Cross-sectional Study.” BMJ Open 5 (3): e006690. doi:10.1136/bmjopen-2014-006690.
  • Eastwood, J. G., B. B. Jalaludin, L. A. Kemp, H. N. Phung, and B. E. Barnett. 2013. “Immigrant Maternal Depression and Social Networks. A Multilevel Bayesian Spatial Logistic Regression in South Western Sydney, Australia.” Spatial and Spatio-temporal Epidemiology 6: 49–58. doi:10.1016/j.sste.2013.04.003.
  • Foley, R., and H. Platzer. 2007. “Place and Provision: Mapping Mental Health Advocacy Services in London.” Social Science & Medicine 64 (3): 617–632. doi:10.1016/j.socscimed.2006.09.014.
  • Gracia, E., A. López-Quílez, M. Marco, and M. Lila. 2017. “Mapping Child Maltreatment Risk: A 12-year Spatio-temporal Analysis of Neighborhood Influences.” International Journal of Health 16: 38. doi:10.1186/s12942-017-0111-y.
  • Griffith, D. A. 1981. “Interdependence in Space and Time: Numerical and Interpretative Considerations.” Dynamic Spatial Models 1: 258–287.
  • Hopper, K., J. Jost, T. Hay, S. Welber, and G. Haughland. 1997. “Homelessness, Severe Mental Illness, and the Institutional Circuit.” Psychiatric Services 48: 659–665.
  • Kawachi, I., and B. P. Kennedy. 1999. “Income Inequality and Health: Pathways and Mechanisms.” Health Services Research 34: 215–227.
  • Kearns, A., E. Whitley, L. Bond, M. Egan, and C. Tannahill. 2013. “The Psychosocial Pathway to Mental Well-being at the Local Level: Investigating the Effects of Perceived Relative Position in a Deprived Area Context.” Journal of Epidemiology and Community Health 67 (1): 87–94. doi:10.1136/jech-2011-200415.
  • Knorr-Held, L. 2000. “Bayesian Modeling of Inseparable Space-time Variation in Disease Risk.” Statistics in Medicine 19: 2555–2567.
  • Kuruvilla, A., and K. S. Jacob. 2007. “Poverty, Social Stress & Mental Health.” Indian Journal of Medical Research 126 (4): 273.
  • Lavallee, L. F., and J. M. Poole. 2010. “Beyond Recovery: Colonization, Health and Healing for Indigenous People in Canada.” International Journal of Mental Health and Addiction 8 (2): 271–281. doi:10.1007/s11469-009-9239-8.
  • Law, J., and C. Perlman. 2018. “Exploring Geographic Variation of Mental Health Risk and Service Utilization of Doctors and Hospitals in Toronto: A Shared Component Spatial Modeling Approach.” International Journal of Environmental Research and Public Health 15 (4): 593. doi:10.3390/ijerph15040593.
  • Lawson, A. B. 2004. “Some Considerations in the Spatio-temporal Analysis of Public Health Surveillance Data.” In Monitoring the Health of Populations: Statistical Principles and Methods for Public Health Surveillance, Chapter 11:289-314, edited by R. Brookmeyer and D. Stroup. Oxford: Oxford University Press.
  • Lawson, A. B. 2013. Statistical Methods in Spatial Epidemiology. New York: John Wiley & Sons.
  • Lawson, A. B. 2014. “Hierarchical Modeling in Spatial Epidemiology.” Wiley Interdisciplinary Reviews. Computational Statistics 6 (6): 405–417. doi:10.1002/wics.1315.
  • Lawson, A. B. 2018. Bayesian Disease Mapping: Hierarchical Modeling in Spatial Epidemiology. 3rd ed. Boca Raton, FL: Chapman and Hall/CRC.
  • Lawson, A. B., W. J. Browne, and C. L. V. Rodeiro. 2003. Disease Mapping with WinBUGS and MLwiN. Vol. 11. London: Wiley.
  • Ley, D., and D. Hiebert. 2001. “Immigration Policy as Population Policy.” The Canadian Geographer 45 (1): 120–125. doi:10.1111/j.1541-0064.2001.tb01175.x.
  • Lix, L. M., A. Hinds, G. DeVerteuil, J. R. Robinson, J. Walker, and L. L. Roos. 2006. “Residential Mobility and Severe Mental Illness: A Population-based Analysis.” Administration and Policy in Mental Health and Mental Health Services Research 33 (2): 160. doi:10.1007/s10488-006-0035-5.
  • López-Quılez, A., and F. Munoz 2009. “Review of Spatio-temporal Models for Disease Mapping.” In Final report for the EUROHEIS 2 project. Accessed October 25 2019. http://www.uv.es/~famarmu/doc/Euroheis2-report.pdf
  • Lou, Y., and R. Beaujot. 2005. “What Happens to the ‘Healthy Immigrant Effect’: The Mental Health of Immigrants to Canada.” PSC Discussion Papers Series 19 (15): 1. Accessed May 11 2020. https://ir.lib.uwo.ca/cgi/viewcontent.cgi?article=1031&context=pscpapers
  • Lunn, D., C. Jackson, N. Best, D. Spiegelhalter, and A. Thomas. 2012. The BUGS Book: A Practical Introduction to Bayesian Analysis. Boca Raton, FL: Chapman and Hall/CRC.
  • Lunn, D. J., A. Thomas, N. Best, and D. Spiegelhalter. 2000. “WinBUGS-a Bayesian Modelling Framework: Concepts, Structure, and Extensibility.” Statistics and Computing 10: 325–337. doi:10.1023/A:1008929526011.
  • Marco, M., E. Gracia, A. López-Quílez, and M. Lila. 2018. “What Calls for Service Tell Us about Suicide: A 7-year Spatio-temporal Analysis of Neighborhood Correlates of Suicide-related Calls.” Scientific Reports 8 (1): 6746. doi:10.1038/s41598-018-25268-0.
  • Matheson, F. I. 2017. Ontario Agency for Health Protection and Promotion (Public Health Ontario). 2011 Ontario Marginalization Index. Toronto, ON: St. Michael’s Hospital. 2017. Joint publication with Public Health Ontario.
  • Matheson, F. I., J. R. Dunn, K. L. Smith, R. Moineddin, and R. H. Glazier. 2012. “Development of the Canadian Marginalization Index: A New Tool for the Study of Inequality.” Canadian Journal of Public Health/Revue Canadienne De Sante’e Publique S12–S16. doi:10.1007/BF03403823.
  • Matheson, F. I., and T. van Ingen. 2018. 2016 Ontario Marginalization Index: User Guide. Toronto, ON: St. Michael’s Hospital. 2018. Joint publication with Public Health Ontario.
  • McKenzie, K., B. Agic, A. Tuck, and M. Antwi 2016. “The Case for Diversity: Building the Case to Improve Mental Health Services for Immigrant, Refugee, Ethno-cultural and Racialized Populations.” Report to the Mental Health Commission of Canada. Ottawa: National Library of Canada. Accessed May 11 2020. https://www.mentalhealthcommission.ca/sites/default/files/2016-10/case_for_diversity_oct_2016_eng.pdf
  • MHASEF Research Team. 2018. Mental Health and Addictions System Performance in Ontario: A Baseline Scorecard. Toronto, ON: Institute for Clinical Evaluative Sciences. ISBN: 978-1-926850-79-5 (Online). Accessed May 12 2020. https://www.ices.on.ca/~/media/Files/Atlases-Reports/2018/MHASEF/Report.ashx
  • Mood Disorders Society of Canada. 2009. Quick Facts: Mental Illness and Addiction in Canada. 3rd ed. Belleville, ON: Mood Disorders Society of Canada.
  • Murdie, R., and S. Ghosh. 2010. “Does Spatial Concentration Always Mean a Lack of Integration? Exploring Ethnic Concentration and Integration in Toronto.” Journal of Ethnic and Migration Studies 36 (2): 293–311. doi:10.1080/13691830903387410.
  • Naidoo, J. C. 1992. “The Mental Health of Visible Ethnic Minorities in Canada.” Psychology and Developing Societies 4 (2): 165–186. doi:10.1177/097133369200400205.
  • Pahwa, P., C. P. Karunanayake, J. McCrosky, and L. Thorpe. 2012. “Longitudinal Trends in Mental Health among Ethnic Groups in Canada.” Chronic Diseases and Injuries in Canada 32 (3): 164-176.
  • Persad, R. A. 2019a. “Hierarchical Bayesian Modeling for the Spatial Analysis of Robberies in Toronto, Canada.” Spatial Information Research 28 (2): 1–13.
  • Persad, R. A. 2019b. “Bayesian Space–Time Analysis of Brain Cancer Incidence in Southern Ontario, Canada: 2010–2013.” Medical Sciences 7 (12): 110. doi:10.3390/medsci7120110.
  • Public Health Ontario. 2019. “Health Inequities in Mental Health Emergency Department Visits 2006–16. Toronto, ON: Ontario Agency for Health Protection and Promotion; 2019 May 22 [2019 Jun 30].” https://www.publichealthontario.ca/en/data-and-analysis/health-equity/mental-health-er-visits
  • Richmond, C. A. M., N. A. Ross, and J. Bernier. 2007. “Exploring Indigenous Concepts of Health: The Dimensions of Métis and Inuit Health.” In Aboriginal Policy Research: Directions and Outcomes, edited by J. White, D. Beavon, S. Wingert, and P. Maxim, 313. Vol. 4. Toronto: Thompson Educational Publishing.
  • Robert, A., and T. Gilkinson. 2012. Mental Health and Well-being of Recent Immigrants in Canada: Evidence from the Longitudinal Survey of Immigrants to Canada Ottawa. Canada: Citizenship and Immigration Canada.
  • Rotejanaprasert, C., and A. Lawson. 2018. “A Bayesian Quantile Modeling for Spatiotemporal Relative Risk: An Application to Adverse Risk Detection of Respiratory Diseases in South Carolina, USA.” International Journal of Environmental Research and Public Health 15 (9): 2042. doi:10.3390/ijerph15092042.
  • Rourke, J. T. 2002. “Building the New Northern Ontario Rural Medical School.” Australian Journal of Rural Health 10 (2): 112–116. doi:10.1111/j.1440-1584.2002.tb00019.x.
  • Salas-Wright, C. P., M. G. Vaughn, T. C. Goings, D. P. Miller, and S. J. Schwartz. 2018. “Migrants and Mental Disorders in the United States: New Evidence on the Healthy Migrant Hypothesis.” Psychiatry Research 267: 438–445. doi:10.1016/j.psychres.2018.06.039.
  • Santana, P. 2002. “Poverty, Social Exclusion and Health in Portugal.” Social Science & Medicine 55 (1): 33–45. doi:10.1016/S0277-9536(01)00218-0.
  • Silva, M., A. Loureiro, and G. Cardoso. 2016. “Social Determinants of Mental Health: A Review of the Evidence.” The European Journal of Psychiatry 30 (4): 259–292.
  • Statistics Canada. 2017. “Focus on Geography Series, 2016 Census.” Statistics Canada Catalogue no. 98-404-X2016001. Ottawa, Ontario. Data products, 2016 Census. Accessed May 16 2020. https://www12.statcan.gc.ca/census-recensement/2016/as-sa/fogs-spg/Facts-PR-Eng.cfm?TOPIC=7&LANG=Eng&GK=PR&GC=35#sec-geo-dq
  • Statistics Canada. 2019. “Health Region Boundary Files [Internet], 2011 [Cited September 15th, 2019].” Accessed February 17 2019. https://www150.statcan.gc.ca/n1/pub/82-402-x/2011001/reg-eng.htm
  • Sturtz, S., U. Ligges, and A. Gelman. 2005. “R2WinBUGS: A Package for Running WinBUGS from R.” Journal of Statistical Software 12: 1–16. doi:10.18637/jss.v012.i03.
  • Takahashi, K., H. Tachimori, C. Kan, D. Nishi, Y. Okumura, N. Kato, and T. Takeshima. 2017. “Spatial Analysis for Regional Behavior of Patients with Mental Disorders in Japan.” Psychiatry and Clinical Neurosciences 71 (4): 254–261. doi:10.1111/pcn.12488.
  • Takeuchi, D. T., N. Zane, S. Hong, D. H. Chae, F. Gong, G. C. Gee, E. Walton, S. Sue, and M. Alegría. 2007. “Immigration-related Factors and Mental Disorders among Asian Americans.” American Journal of Public Health 97 (1): 84–90. doi:10.2105/AJPH.2006.088401.
  • Vang, Z., J. Sigouin, A. Flenon, and A. Gagnon. 2015. “The Healthy Immigrant Effect in Canada: A Systematic Review.” Population Change and Lifecourse Strategic Knowledge Cluster Discussion Paper Series 3 (1): 4. Accessed May 13 2020. https://ir.lib.uwo.ca/cgi/viewcontent.cgi?article=1012&context=pclc
  • Williams, D. R., R. Haile, H. M. Gonzalez, H. Neighbors, R. Baser, and J. S. Jackson. 2007. “The Mental Health of Black Caribbean Immigrants: Results from the National Survey of American Life.” American Journal of Public Health 97 (1): 52–59. doi:10.2105/AJPH.2006.088211.
  • Zhang, W., Q. Chen, H. McCubbin, L. McCubbin, and S. Foley. 2011. “Predictors of Mental and Physical Health: Individual and Neighborhood Levels of Education, Social Well-being, and Ethnicity.” Health & Place 17 (1): 238–247. doi:10.1016/j.healthplace.2010.10.008.