IDEAS home Printed from https://ideas.repec.org/a/plo/pone00/0208205.html
   My bibliography  Save this article

Exploration of the spatial patterns and determinants of asthma prevalence and health services use in Ontario using a Bayesian approach

Author

Listed:
  • Alexandra M Ouédraogo
  • Eric J Crighton
  • Michael Sawada
  • Teresa To
  • Kevin Brand
  • Eric Lavigne

Abstract

The purpose of this study was to examine the spatial variability of asthma outcomes in Ontario, Canada and broad environmental factors that contribute to this variability. Age-/sex-standardized asthma prevalence and health services use rates (2003–2013) were obtained from a provincial cohort of asthma patients. Employing an ecological-level study design, descriptive and Bayesian spatial regression analyses were used to examine patterns of asthma outcomes and their relationship to physical environment, socioeconomic environment and healthcare factors. Significant spatial variation in asthma outcomes was found between southern urban/suburban areas and northern/rural areas. Rurality was found to have a substantial effect on all asthma outcomes, except hospitalizations. For example, the most rural areas were associated with lower asthma prevalence and physician visits [RR = 0.708, 95% credible interval (CI): 0.636–0.795 and RR = 0.630, 95% CI: 0.504–0.758, respectively], and with higher ED visits (RR = 1.818, 95% CI: 1.194–2.858), when compared to urban areas. Strong associations were also found between material deprivation and ED visits (RR = 1.559, 95% CI: 1.358–1.737) and hospitalizations (RR = 1.259, 95% CI: 1.143–1.374). Associations between asthma outcomes and environmental variables such as air pollution and temperature were also found. Findings can be expected to inform the development of improved public health strategies, which take into account local environmental, socioeconomic and healthcare characteristics.

Suggested Citation

  • Alexandra M Ouédraogo & Eric J Crighton & Michael Sawada & Teresa To & Kevin Brand & Eric Lavigne, 2018. "Exploration of the spatial patterns and determinants of asthma prevalence and health services use in Ontario using a Bayesian approach," PLOS ONE, Public Library of Science, vol. 13(12), pages 1-16, December.
  • Handle: RePEc:plo:pone00:0208205
    DOI: 10.1371/journal.pone.0208205
    as

    Download full text from publisher

    File URL: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0208205
    Download Restriction: no

    File URL: https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0208205&type=printable
    Download Restriction: no

    File URL: https://libkey.io/10.1371/journal.pone.0208205?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Mahmoud Torabi, 2014. "Hierarchical Bayesian bivariate disease mapping: analysis of children and adults asthma visits to hospital," Journal of Applied Statistics, Taylor & Francis Journals, vol. 41(3), pages 612-621, March.
    2. Evans, R.G. & Stoddart, G.L., 1990. "Producing Health, Consuming Health Care," Centre for Health Services and Policy Research 90:13r, University of British Columbia - Centre for Health Services and Policy Research..
    3. R Evans & G Stoddart, 1990. "Producing Health, Consuming Health Care," Centre for Health Economics and Policy Analysis Working Paper Series 1990-06, Centre for Health Economics and Policy Analysis (CHEPA), McMaster University, Hamilton, Canada.
    4. Lee, Duncan, 2013. "CARBayes: An R Package for Bayesian Spatial Modeling with Conditional Autoregressive Priors," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 55(i13).
    5. Clark, N.M. & Lachance, L.L. & Benedict, M.B. & Doctor, L.J. & Gilmore, L. & Kelly, C.S. & Krieger, J. & Lara, M. & Meurer, J. & Milanovich, A.F. & Nicholas, E. & Song, P.X.K. & Rosenthal, M. & Stoll,, 2013. "Improvements in health care use associated with community coalitions: Long-term results of the allies against asthma initiative," American Journal of Public Health, American Public Health Association, vol. 103(6), pages 1124-1127.
    6. Evans, Robert G. & Stoddart, Gregory L., 1990. "Producing health, consuming health care," Social Science & Medicine, Elsevier, vol. 31(12), pages 1347-1363, January.
    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. Sarah Davies & Paul Konings & Aparna Lal, 2020. "Spatial Analysis of the Neighborhood Risk Factors for Respiratory Health in the Australian Capital Territory (ACT): Implications for Emergency Planning," IJERPH, MDPI, vol. 17(17), pages 1-17, September.

    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. Fabio Pammolli & Francesco Porcelli & Francesco Vidoli & Monica Auteri & Guido Borà, 2017. "La spesa sanitaria delle Regioni in Italia - Saniregio2017," Working Papers CERM 01-2017, Competitività, Regole, Mercati (CERM).
    2. Bryant, Toba & Raphael, Dennis & Schrecker, Ted & Labonte, Ronald, 2011. "Canada: A land of missed opportunity for addressing the social determinants of health," Health Policy, Elsevier, vol. 101(1), pages 44-58, June.
    3. Coast, Joanna, 2018. "A history that goes hand in hand: Reflections on the development of health economics and the role played by Social Science & Medicine, 1967–2017," Social Science & Medicine, Elsevier, vol. 196(C), pages 227-232.
    4. Shahin Shooshtari & Carol Harvey & Evelyn Ferguson & Tuula Heinonen & Syeed Khan, 2014. "Effects of Remittance Behavior on the Lives of Recent Immigrants to Canada from the Philippines: A Population-Based Longitudinal Study," Journal of Family and Economic Issues, Springer, vol. 35(1), pages 95-105, March.
    5. Chia-Mei Shih & Yu-Hua Wang & Li-Fan Liu & Jung-Hua Wu, 2020. "Profile of Long-Term Care Recipients Receiving Home and Community-Based Services and the Factors That Influence Utilization in Taiwan," IJERPH, MDPI, vol. 17(8), pages 1-15, April.
    6. Huguet, Nathalie & Kaplan, Mark S. & Feeny, David, 2008. "Socioeconomic status and health-related quality of life among elderly people: Results from the Joint Canada/United States Survey of Health," Social Science & Medicine, Elsevier, vol. 66(4), pages 803-810, February.
    7. Grembowski, David & Bekemeier, Betty & Conrad, Douglas & Kreuter, William, 2010. "Are local health department expenditures related to racial disparities in mortality?," Social Science & Medicine, Elsevier, vol. 71(12), pages 2057-2065, December.
    8. Roudi Nazarinia Roy & Anthony G. James & Tiffany L. Brown, 2021. "Racial/Ethnic Minority Families," Journal of Family and Economic Issues, Springer, vol. 42(1), pages 84-100, July.
    9. Struijs, Jeroen N. & Drewes, Hanneke W. & Heijink, Richard & Baan, Caroline A., 2015. "How to evaluate population management? Transforming the Care Continuum Alliance population health guide toward a broadly applicable analytical framework," Health Policy, Elsevier, vol. 119(4), pages 522-529.
    10. Barbara J. Payne & Joan Dawe & Robert G. Evans & Victor W. Marshall & Philippa J. Clarke & Douglas Norris & Janet Hagey & Evelyn Shapiro & Russell Wilkins & Betty Havens, 1997. "Healthy Aging: Insights for Research and Policy," Canadian Public Policy, University of Toronto Press, vol. 23(s1), pages 42-52, Spring.
    11. Eilbert, Kay W. & Lafronza, Vincent, 2005. "Working together for community health--a model and case studies," Evaluation and Program Planning, Elsevier, vol. 28(2), pages 185-199, May.
    12. Cumming, Jacqueline & Scott, Claudia D., 1998. "The role of outputs and outcomes in purchaser accountability: reflecting on New Zealand experiences," Health Policy, Elsevier, vol. 46(1), pages 53-68, October.
    13. Christopher Coutts & Annet Forkink & Jocelyn Weiner, 2014. "The Portrayal of Natural Environment in the Evolution of the Ecological Public Health Paradigm," IJERPH, MDPI, vol. 11(1), pages 1-15, January.
    14. Stephen Birch, 1997. "As a matter of fact: evidence‐based decision‐making unplugged," Health Economics, John Wiley & Sons, Ltd., vol. 6(6), pages 547-559, November.
    15. Christine Le Clainche & Sandy Tubeuf, 2016. "Nudging, intervening or rewarding," Politics, Philosophy & Economics, , vol. 15(2), pages 170-189, May.
    16. Camila Guarnieri Ribeiro Bueno & Carla Renata Silva Andrechuk & Margareth Guimarães Lima & Henrique Ceretta Oliveira & Edilson Zancanella & Marilisa Berti de Azevedo Barros & Tânia Aparecida Marchiori, 2019. "Napping, functional capacity and satisfaction with life in older adults: A population‐based study," Journal of Clinical Nursing, John Wiley & Sons, vol. 28(9-10), pages 1568-1576, May.
    17. Bruce Newbold, K., 2005. "Self-rated health within the Canadian immigrant population: risk and the healthy immigrant effect," Social Science & Medicine, Elsevier, vol. 60(6), pages 1359-1370, March.
    18. Okumu, Ibrahim Mike & Bbaale, Edward, 2016. "Realized Access to Antenatal Care Utilization in Uganda: Household Welfare and Governance Implications," African Journal of Economic Review, African Journal of Economic Review, vol. 4(2), July.
    19. Francois Beland & Steve Birch & Greg Stoddart, 1999. "Health and Individual and Community Characteristics: A Research Protocol," Social and Economic Dimensions of an Aging Population Research Papers 7, McMaster University.
    20. Cinzia Di Novi, 2010. "The influence of traffic‐related pollution on individuals' life‐style: results from the BRFSS," Health Economics, John Wiley & Sons, Ltd., vol. 19(11), pages 1318-1344, November.

    More about this item

    Statistics

    Access and download statistics

    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:plo:pone00:0208205. 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: plosone (email available below). General contact details of provider: https://journals.plos.org/plosone/ .

    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.