Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2023 Feb 10;20(4):3147.
doi: 10.3390/ijerph20043147.

Spatial Accessibility of Primary Care in the Dual Public-Private Health System in Rural Areas, Malaysia

Affiliations

Spatial Accessibility of Primary Care in the Dual Public-Private Health System in Rural Areas, Malaysia

Jabrullah Ab Hamid et al. Int J Environ Res Public Health. .

Abstract

Disparities in access to health services in rural areas represent a global health issue. Various external factors contribute to these disparities and each root requires specific remedial action to alleviate the issue. This study elucidates an approach to assessing the spatial accessibility of primary care, considering Malaysia's dual public-private system specifically in rural areas, and identifies its associated ecological factors. Spatial accessibility was calculated using the Enhance 2-Step Floating Catchment Area (E2SFCA) method, modified as per local context. Data were secondary sourced from Population and Housing Census data and administrative datasets pertaining to health facilities and road network. The spatial pattern of the E2SFCA scores were depicted using Hot spot Analysis. Hierarchical multiple linear regression and geographical weight regression were performed to identify factors that affect E2SFCA scores. Hot spot areas revolved near the urban agglomeration, largely contributed by the private sector. Distance to urban areas, road density, population density dependency ratios and ethnic composition were among the associated factors. Accurate conceptualization and comprehensive assessment of accessibility are crucial for evidence-based decision making by the policymakers and health authorities in identifying areas that need attention for a more specific and localized planning and development.

Keywords: factor; floating catchment area method; primary care; rural; spatial accessibility.

PubMed Disclaimer

Conflict of interest statement

The authors declare no conflict of interest.

Figures

Figure 1
Figure 1
Study area and districts from adjacent district/states. (a) Population density (person per square kilometer) of rural Selangor. (b) Primary care facility distribution (by clinic type) and road network.
Figure 2
Figure 2
Spatial pattern of E2SFCA scores distribution and mapping of Hot Spot Analysis of the E2SFCA scores (a) Aspub score, (b) Aspri score, and (c) Astot score.
Figure 3
Figure 3
Regression coefficient of each explanatory variables (af) and standardized residuals (g) of the GWR on Astot score.
Figure 3
Figure 3
Regression coefficient of each explanatory variables (af) and standardized residuals (g) of the GWR on Astot score.

References

    1. Peters D.H., Garg A., Bloom G., Walker D.G., Brieger W.R., Hafizur Rahman M. Poverty and access to health care in developing countries. Ann. N. Y. Acad. Sci. 2008;1136:161–171. doi: 10.1196/annals.1425.011. - DOI - PubMed
    1. Deepa M., Pradeepa R., Anjana R.M., Mohan V. Noncommunicable Diseases Risk Factor Surveillance: Experience and Challenge from India. Indian J. Community Med. 2011;36:S50–S56. doi: 10.4103/0970-0218.94709. - DOI - PMC - PubMed
    1. Apparicio P., Gelb J., Dubé A.S., Kingham S., Gauvin L., Robitaille É. The approaches to measuring the potential spatial access to urban health services revisited: Distance types and aggregation-error issues. Int. J. Health Geogr. 2017;16:32. doi: 10.1186/s12942-017-0105-9. - DOI - PMC - PubMed
    1. Gulliford M., Figueroa-Munoz J., Morgan M., Hughes D., Gibson B., Beech R., Hudson M. What does “access to health care” mean? J. Health Serv. Res. Policy. 2002;7:186–188. doi: 10.1258/135581902760082517. - DOI - PubMed
    1. Luo J., Zhang X., Jin C., Wang D. Inequality of access to health care among the urban elderly in northwestern China. Health Policy. 2009;93:111–117. doi: 10.1016/j.healthpol.2009.06.003. - DOI - PubMed

Publication types

LinkOut - more resources