Does better availability mean better accessibility? Spatial inequalities in the care of acute myocardial infarction in Hungary
Abstract
The availability of health care services is an important issue, however, improving availability of health care services does not necessarily mean better accessibility for everybody. The main aim of this study is to find out how better availability in the care of acute myocardial infarction vary with accessibility of patients’ geographical location within Hungary. We applied statistical analysis and interview techniques to unfold the role of spatiality in the conditions of access to health care. Results of statistical analysis indicate significant health inequalities in Hungary. Decreasing national mortality rates of acute myocardial infarction, has been coupled by increasing spatial inequalities within the country especially at micro-regional level. According to in-depth interviews with local health care stakeholders we defined factors that support access to health care as well as important barriers.
The supporting factors are related to the improvement of availability (i.e. infrastructural developments), while geographical distance, lack of material and human resources, or low level of health literacy proved to be the most relevant barriers. Main conclusion is that barriers to accessibility and availability are not only spatial but are also based on individual stages of acute myocardial infarction care. The development of cardiac catheter centres in Hungary has improved the short-term chances of infarction survival, but long-term survival chances have worsened in recent years due to deficiencies in rehabilitation care as well as low level of health literacy.
References
Aday, L.A. and Andersen, R.A. 1974. A framework for the study of access to medical care. Health Services Research 9. 208-220.
Alter, D.A., Naylor, C.D., Austin, P. and Tu, J.V. 1999. Effects of socioeconomic status on access to invasive cardiac procedures and on mortality after acute myocardial infarction. New England Journal of Medicine 341. (18): 1359-1367. https://doi.org/10.1056/NEJM199910283411806
Andersen, R.M. 1995. Revisiting the behavioral model and access to medical care: does It matter? Journal of Health and Social Behavior 36. (1): 1-10. https://doi.org/10.2307/2137284
Aso, S., Imamura, H., Sekiguchi, Y., Iwashita, T., Hirano, R., Ikeda, U. and Okamoto, K. 2011. Incidence and mortality of acute myocardial infarction. A population-based study including patients with out-of-hospital cardiac arrest. International Heart Journal 52. (4): 197-202. https://doi.org/10.1536/ihj.52.197
Barro, R.J. and Sala-i-Martin, X. 1990. Economic growth and convergence across the United States. Working Paper 3419. Cambridge, National Bureau of Economic Research. https://doi.org/10.3386/w3419
Beke, Sz. 2019. Early treatment of acute myocardial infarction and its regional differences in Békés county. DETUROPE - The Central European Journal of Regional Development and Tourism 11. (1): 182-195.
Braveman, P.A. 2003. Monitoring equity in health and healthcare: A conceptual framework. Journal of Health, Population and Nutrition 21. (3): 181-192.
Boruzs, K., Juhász, A., Nagy, C., Szabó, Z., Jakovljevic, M., Bíró, K. and Ádány, R. 2018. High inequalities associated with socio-economic deprivation in cardiovascular disease burden and antihypertensive medication in Hungary. Frontiers in Pharmacology 9. 839. https://doi.org/10.3389/fphar.2018.00839
Brezzi, M. and Luongo, P. 2016. Regional disparities in access to health care: A multilevel analysis in selected OECD countries. OECD Regional Development Working Papers 2016/04. Paris, OECD Publishing.
Buchmueller, T.C., Jacobson, M. and Wold, C. 2006. How far to the hospital? The effect of hospital closures on access to care. Journal of Health Economics 25. 740-761. https://doi.org/10.1016/j.jhealeco.2005.10.006
Buzai, G. 2013. Location-allocation models applied to urban public services. Spatial analysis of primary health care centres in the city of Luján, Argentina. Hungarian Geographical Bulletin 62. (4): 387-408.
Cromley, E.K. and McLafferty, S.L. 2011. GIS and Public Health. New York, Guilford Press.
Daniels, N. 1982. Equity of access to health care: some conceptual and ethical issues. Milbank Memorial Fund Quarterly 60. 51-81. https://doi.org/10.2307/3349700
Elhorst, J.P. 2014. Spatial Econometrics. Berlin, Springer. https://doi.org/10.1007/978-3-642-40340-8
Getis, A. and Ord, J.K. 1992. The analysis of spatial association by use of distance statistics. Geographical Analysis 24. (3): 189-206. https://doi.org/10.1111/j.1538-4632.1992.tb00261.x
Goli, S., Swastika Chakravorty, M. and Rammohan, A. 2019. World health status 1950-2015: Converging or diverging. PLoS ONE 14. (3): e0213139. https://doi.org/10.1371/journal.pone.0213139
Gulliford, M., Figueroa-Munoz, J., Morgan, M., Hughes, D., Gibson, B., Beech, R. and Hudson, M. 2002. What does 'access to health care' mean? Journal of Health Services Research and Policy 7. (3): 186-188. https://doi.org/10.1258/135581902760082517
Harper, K. and Armelagos, G. 2010. The changing disease-scape in the third epidemiological transition. International Journal of Environmental Research and Public Health 7. (2): 675-697. https://doi.org/10.3390/ijerph7020675
Hassan, A., Pearce, N.J., Mathers. J., Veugelers, P.J., Hirsch, G.M. and Cox, J.L. 2009. Improving cardiovascular outcomes in Nova Scotia investigators. The effect of place of residence on access to invasive cardiac services following acute myocardial infarction. The Canadian Journal of Cardiology 25. (4): 207-212. https://doi.org/10.1016/S0828-282X(09)70062-5
Hungarian Myocardial Infarction Registry, 2019. Available at https://ir.kardio.hu/ir/fooldal
Illés, S. and Gellérné Lukács, É. 2016. Spatial characteristics of access of third-country citizens to the Hungarian public health care system. Hungarian Geographical Bulletin 65. (1): 71-80. https://doi.org/10.15201/hungeobull.65.1.6
Janssen, F., van den Hende, A., de Beer, J. and van Wissen, L.J.G. 2016. Sigma and beta convergence in regional mortality: A case study of the Netherlands. Demographic Research 35. 81-116. https://doi.org/10.4054/DemRes.2016.35.4
Jánosi, A. 2019. Adatok a szívinfarktus miatt kezelt betegek ellátásának helyzetéről. Nemzeti Szívinfarktus Regiszter, 2014-2018. (Data on health care of infarction patients. Hungarian Myocardial Infarction Registry, 2014-2018). Cardiologia Hungarica 49. 249-254. https://doi.org/10.26430/CHUNGARICA.2019.49.4.249
Kelejian, H.H. and Prucha, I.R. 2010. Specification and estimation of spatial autoregressive models with autoregressive and heteroskedastic disturbances. Journal of Econometrics 157. (1): 53-67. https://doi.org/10.1016/j.jeconom.2009.10.025
Kiss, A., Kiss, N. and Váradi, B. 2019. Do Budget Constraints Limit Access to Health Care? Evidence from PCI Treatments in Hungary. Budapest, Budapest Institute. Available at http://www.budapestinstitute.eu/tvk_ami.pdf
Kjær, T. and Gyrd-Hansen, D. 2008. Preference heterogeneity and choice of cardiac rehabilitation program: Results from a discrete choice experiment. Health Policy 85. (1): 124-132. https://doi.org/10.1016/j.healthpol.2007.07.002
Koós, B. 2015. A szegénység és depriváció a magyar településállományban az ezredfordulót követően - avagy kísérlet a települési deprivációs index létrehozására (Poverty and deprivation in Hungarian settlements after the Millennium - an attempt at creating a rural deprivation index). Tér és Társadalom 29. (1): 53-68. https://doi.org/10.17649/TET.29.1.2681
LeSage, J. and Pace, R.K. 2009. Introduction to Spatial Econometrics. STATISTICS: Textbooks and Monographs. London-New York, Taylor & Francis Group.
Levesque, J.F., Harris, M.F. and Russell, G. 2013. Patient-centred access to health care: conceptualising access at the interface of health systems and populations. International Journal for Equity in Health 12. (18): 1-9. https://doi.org/10.1186/1475-9276-12-18
Link, B.G. and Phelan, J. 1995. Social conditions as fundamental causes of disease. Journal of Health and Social Behavior 35. 80-94. https://doi.org/10.2307/2626958
Marmot, M. 2015. The Health Gap - The Challenge of an Unequal World. London, Bloomsbury Press. https://doi.org/10.1016/S0140-6736(15)00150-6
McIntyre, D., Thiede, M. and Birch, S. 2009. Access as a policy-relevant concept in low-and middle-income countries. Health Economics, Policy and Law 4. 179-193. https://doi.org/10.1017/S1744133109004836
Mérték Review, 2017. Fókuszterület: Szívinfarktusellátás (Focusing on health care of infarction). Budapest, ÁEEK.
Nagy, Cs., Juhász, A., Beale, L. and Páldy, A. 2011. Mortality amenable to health care and its relation to socio-economic status in Hungary, 2004-2008. European Journal of Public Health 22. (5): 620-624. https://doi.org/10.1093/eurpub/ckr143
Ord, J.K. and Getis, A. 1995. Local spatial autocorrelation statistics: Distributional issues and an application. Geographical Analysis 27. (3): 286-306. https://doi.org/10.1111/j.1538-4632.1995.tb00912.x
Patel, A.B., Waters, N.M. and Ghali, W.A. 2007. Determining geographic areas and populations with timely access to cardiac catheterization facilities for acute myocardial infarction care in Alberta, Canada. International Journal of Health Geographics 6(47) https://doi.org/10.1186/1476-072X-6-47
Penchansky, R. and Thomas, W.J. 1981. The concept of access: definition and relationship to consumer satisfaction. Medical Care 19. (2): 127-140. https://doi.org/10.1097/00005650-198102000-00001
Rodrigues, E.J., Simpson, E., Richard, H. and Pilote, L. 2002. Regional variation in the management of acute myocardial infarction in the province of Quebec. Canadian Journal of Cardiology 18. (10): 1067-1076.
Samuels, G. 2005. Availability, Accessibility and Affordability. The Challenge of Diseases of Poverty. Presentation to WHO Commission on Intellectual Property Rights, Innovation and Public Health. Available at http://www.who.int/intellectualproperty/events/OpenForumGillSamuels.pdf?ua=1
Seghieri, C., Berta, P. and Nuti, S. 2019. Geographic variation in inpatient costs for acute myocardial infarction care: Insights from Italy. Health Policy 123. (5): 449-456. https://doi.org/10.1016/j.healthpol.2019.01.010
Seidel, J.E., Ghali, W.A., Faris, P.D., Bow, C.J., Waters, N.M., Graham, M.M., Galbraith, P.D., Mitchell, L.B., Knudtson, M.L and APPROACH Investigators 2004. Geographical location of residence and uniformity of access to cardiac revascularization services after catheterization. Canadian Journal of Cardiology 20. (5): 517-523.
Shah, T.I., Bell, S. and Wilson, K. 2016. Spatial accessibility to health care services: Identifying underserviced neighbourhoods in Canadian urban areas. PLoS ONE 11. (12): e0168208. https://doi.org/10.1371/journal.pone.0168208
Sibley, L.M. and Glazier, R.H. 2009. Reasons for self-reported unmet healthcare needs in Canada: a population based provincial comparison. Healthcare Policy 5. 87-101. https://doi.org/10.12927/hcpol.2009.20934
Skinner, J. 2012. Causes and consequences of regional variations in health care. In Handbook of Health Economics. Vol. 2. Eds.: Pauly, M., McGuire, T. and Barros, P., North Holland, Elsevier, 45-93. https://doi.org/10.1016/B978-0-444-53592-4.00002-5
Tariq, S. and Woodman, J. 2013. Using mixed methods in health research. Journal of the Royal Society of Medicine Short Reports 4(6). https://doi.org/10.1177/2042533313479197
Uzzoli, A., Bán, A., Beke, Sz., Pál, V. and Vitrai, J. 2019a. Health inequality and its regional disparities in Hungary: A case study on the role of access to health care. In An in Depth Look at Hungary. Ed.: Rompa, E., New York, NOVA Science Publishers, 1-50.
Uzzoli, A., Pál, V., Beke, Sz. and Bán, A. 2019b. Egészségegyenlőtlenség, hozzáférés, térbeliség - A szívizominfarktus ellátásának néhány földrajzi jellegzetessége Magyarországon (Health inequality, access to health care, spatiality - Cardiac care of acute myocardial infarction and its geographical features in Hungary). Földrajzi Közlemények 143. (2): 107-123. https://doi.org/10.32643/fk.143.2.2
Voss, P.R., Long, D.D., Hammer, R.B. and Friedman, S. 2006. County child poverty rates in the US: a spatial regression approach. Population Research and Policy Review 25. 369-391. https://doi.org/10.1007/s11113-006-9007-4
Waters, H.R. 2000. Measuring equity in access to health care. Social Science Medicine 51. 599-612. https://doi.org/10.1016/S0277-9536(00)00003-4
Whitehead, M. 1992. The concepts and principles of equity and health. International Journal of Health Service 22. (3): 429-445. https://doi.org/10.2190/986L-LHQ6-2VTE-YRRN
Wilkins, E., Wilson, L., Wickramasinghe, K., Bhatnagar, P., Leal, J., Luengo-Fernandez, R., Burns, R., Rayner, M. and Townsend, N. 2017. European Cardiovascular Disease Statistics 2017. Brussels, European Heart Network. Available at http://www.ehnheart.org/cvd-statistics/cvd-statistics-2017.html
Wilkinson, R. and Pickett, K. 2010. The Spirit Level - Why Equality is Better for Everyone. London, Penguin.
Wisdom, J. and Creswell, J.W. 2013. Mixed Methods: Integrating Quantitative and Qualitative Data Collection and Analysis While Studying PatientCentered Medical Home Models. AHRQ Publication No: 13-0028-EF.
Ye, H. 2016. Geography of Health Care Access: Measurement, Analyses and Integration. PhD dissertation. Knoxville, The University of Tennessee.
Yonemoto, N., Kada, A., Yokoyama, H. and Nonogi, H. 2018. Public awareness of the need to call emergency medical services following the onset of acute myocardial infarction and associated factors in Japan. Journal of International Medical Research 46. (5): 1747-1755. https://doi.org/10.1177/0300060518757639
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