5.5 Generalized models – ARIA
Australia is a country which poses particular challenges in terms of health care accessibility. The population is extremely sparsely distributed across a vast land area, resulting in very low population densities across most of the country. Principal population centres are focused on major coastal cities. Accessibility to services, particularly in rural areas, is therefore a key issue for planning in many fields including health care. In response to the need for generally-available accessibility information the Accessibility and Remoteness Index of Australia (ARIA) has been developed by researchers at the University of Adelaide as a general purpose accessibility index, which has seen particular application in the health sector.
The index, and the more recent ARIA+ index are based on a geographical measure of remoteness from population centres of various sizes. Distances along the road network are used to assess the distances of 11,879 populated localities to service centres defined as populated localities classified into groups by population size. The concept is not to measure the distances from specific facilities such as hospitals or general practices but to provide a generalised index of distance from service centres of successive population sizes and to express these relative to the national mean distance for each category. The rationale is that centres of a given population size will generally provide a similar portfolio of services and that a measure constructed in this way provides a more robust and general-purpose index. These standardized scores are then combined into an overall ARIA score. The scores at all populated localities are then interpolated onto a grid in order to produce maps for the whole of Australia and maps of the resulting index can be viewed online. The ARIA website also outlines the methodology.
Health applications of the ARIA index include specific adaptations of the index for GP and pharmacy services. For example, Bamford et al. (1999) illustrate a simple application of the original ARIA methodology in order to accessibility of GP services and Cancer Council for New South Wales (2002) considers the potential influence of remoteness on access to cancer screening services. Moorin and Holman (2006) consider accessibility using ARIA alongside other factors which may influence patient hospital use.
Activity
Review the ARIA site to assess the method by which the index has been created and then review three papers which make use of the index in a health care planning context – either those suggested here or others from the relevant literature. Consider how well the generalized index is likely to perform in the context of these specific studies: if you were a GIS consultant required to produce accessibility information for these purposes would you use the generalized index or would you recommend construction of a new purpose-specific indicator using, for example, network or surface-based accessibility modelling? Share your reasoning with the tutor and other students through the discussion forum.
References (Essential reading for this learning object indicated by *)
Bamford, E. J., Dunne, L., Taylor D. S., Symon B. G. Hugo, G. J., and Wilki, D. (1999) Accessibility to general practitioners in rural South Australia. e-Medical Journal of Australia 171, 614-616 http://www.mja.com.au/public/issues/171_11_061299/bamford/bamford.html
Jong, E. J., Smith, D., Yu, X., O’Connell, D., Goldstein, D., and Armstrong, B. (2004) Remoteness of residence and survival from cancer in New South Wales. Medical Journal of Australia 180 (12), 618-622 http://www.mja.com.au/public/issues/180_12_210604/jon10431_fm.html
Moorin, R. E., and Holman, C. D. J. (2006) The effects of socioeconomic status, accessibility to services and patient type on hospital use in Western Australia: a retrospective cohort study of patients with homogenous health status BMC Health Services Research 6, 74 http://www.biomedcentral.com/content/pdf/1472-6963-6-74.pdf
* The ARIA web site http://www.health.gov.au/internet/main/publishing.nsf/Content/health-historicpubs-hfsocc-ocpanew14a.htm provides an overview of the construction and use of the ARIA index.