Skip to main content
Erschienen in: Health Services and Outcomes Research Methodology 3-4/2007

01.12.2007

Kernel density estimation as a technique for assessing availability of health services in Nicaragua

verfasst von: John Spencer, Gustavo Angeles

Erschienen in: Health Services and Outcomes Research Methodology | Ausgabe 3-4/2007

Einloggen, um Zugang zu erhalten

Abstract

Typically, accessibility ratios have been calculated through a simple mathematical division of the number of people in an area by the number of facilities (or staff) in that area. This approach does not take into account the service area of the facility or its proximity to population centers, and is often performed using aggregate numbers for an administrative region. This paper describes an approach to calculating accessibility ratios such as population to facility ratios or population to staff ratios using Kernel density estimation (KDE) within a geographic information system. KDE disperses discrete phenomena across continuous space and is unrestrained by administrative boundaries. Therefore it provides a better representation of the spread of people and services across the landscape. Two types of accessibility ratios are calculated on a national level for Nicaragua: population-per-facility and population-per-staff; the merits of using KDE over traditional approaches are discussed.
Fußnoten
1
In 2001, the largest provider of health services in Nicaragua was the public sector. The private sector was composed of few facilities mainly concentrated in Managua, the capital city, and the two main largest cities, Granada and León.
 
2
This criticism has been the basis for the application of gravity models to measure access to health services where distance is inversely related to the influence of services on population groups (Guptil 1975; Carrothers 1956; Gesler et al. 1986).
 
3
The variance of the normal distribution is determined when the kernel size is chosen.
 
Literatur
Zurück zum Zitat ArcGIS Software: Environmental Systems Research Institute, Redlands, CA, Version 9.0, (2004) ArcGIS Software: Environmental Systems Research Institute, Redlands, CA, Version 9.0, (2004)
Zurück zum Zitat Carrothers, G.A.P.: An historical review of the gravity and potential models of human interaction. J. Am. Inst. Plann. 2, 94–102 (1956)CrossRef Carrothers, G.A.P.: An historical review of the gravity and potential models of human interaction. J. Am. Inst. Plann. 2, 94–102 (1956)CrossRef
Zurück zum Zitat Chayovan, N., Hermalin, A., Knodel, J.: Measuring accessibility to family planning services in rural Thailand. Stud. Fam. Plann. 15(5), 201–211 (1984)PubMedCrossRef Chayovan, N., Hermalin, A., Knodel, J.: Measuring accessibility to family planning services in rural Thailand. Stud. Fam. Plann. 15(5), 201–211 (1984)PubMedCrossRef
Zurück zum Zitat Gesler, W.: The use of spatial analysis in medical geography: a review. Soc. Sci. Med. 23(10), 963–973 (1986)PubMedCrossRef Gesler, W.: The use of spatial analysis in medical geography: a review. Soc. Sci. Med. 23(10), 963–973 (1986)PubMedCrossRef
Zurück zum Zitat Guagliardo, M.F.: Spatial accessibility of primary care: concepts, methods and challenges. Int. J. Health Geogr. 3, 3 (2004)PubMedCrossRef Guagliardo, M.F.: Spatial accessibility of primary care: concepts, methods and challenges. Int. J. Health Geogr. 3, 3 (2004)PubMedCrossRef
Zurück zum Zitat Guptil, S.C.: The spatial availability of physicians. Proc. Assoc. Am. Geogr. 7, 80–84 (1975) Guptil, S.C.: The spatial availability of physicians. Proc. Assoc. Am. Geogr. 7, 80–84 (1975)
Zurück zum Zitat Joseph, A.E., Phillips, D.R.: Accessibility and utilization: geographical perspectives on health care delivery. Harper & Row, New York (1984) Joseph, A.E., Phillips, D.R.: Accessibility and utilization: geographical perspectives on health care delivery. Harper & Row, New York (1984)
Zurück zum Zitat Levine, N.: Crime Stat III Manual, CrimeStat: a spatial statistics program for the analysis of crime incident locations (v 3.0). Ned Levine & Associates, Houston, TX, and the National Institute of Justice, Washington, DC, (2004) Levine, N.: Crime Stat III Manual, CrimeStat: a spatial statistics program for the analysis of crime incident locations (v 3.0). Ned Levine & Associates, Houston, TX, and the National Institute of Justice, Washington, DC, (2004)
Zurück zum Zitat Ministerio de Salud and MEASURE Evaluation: Encuesta de Establecimientos de Salud: Nicaragua 2001. MEASURE Evaluation Technical Report Series No.13. Carolina Population Center. University of North Carolina at Chapel Hill, (2002) Ministerio de Salud and MEASURE Evaluation: Encuesta de Establecimientos de Salud: Nicaragua 2001. MEASURE Evaluation Technical Report Series No.13. Carolina Population Center. University of North Carolina at Chapel Hill, (2002)
Zurück zum Zitat Silverman, B.W.: Density estimation for statistics and data analysis. Chapman and Hall, New York (1986) Silverman, B.W.: Density estimation for statistics and data analysis. Chapman and Hall, New York (1986)
Metadaten
Titel
Kernel density estimation as a technique for assessing availability of health services in Nicaragua
verfasst von
John Spencer
Gustavo Angeles
Publikationsdatum
01.12.2007
Verlag
Springer US
Erschienen in
Health Services and Outcomes Research Methodology / Ausgabe 3-4/2007
Print ISSN: 1387-3741
Elektronische ISSN: 1572-9400
DOI
https://doi.org/10.1007/s10742-007-0022-7

Weitere Artikel der Ausgabe 3-4/2007

Health Services and Outcomes Research Methodology 3-4/2007 Zur Ausgabe