Skip to main content

Advertisement

Log in

Comparing alternative methods to measuring pedestrian access to community pharmacies

  • Published:
Health Services and Outcomes Research Methodology Aims and scope Submit manuscript

Abstract

The aim of this paper is to compare several methods for measuring geographical accessibility to community pharmacies in the Lisbon Metropolitan Area (LMA). Twelve measures of pedestrian distance between spatial units and the closest community pharmacy were computed based on the combination of 4 parameters: type of distance, location, centroid definition, and level of spatial unit. For this, the Google Maps Application Programming Interface was used for calculating network pedestrian distances, using a list of 801 community pharmacies and population data from the Census 2011. Correlations between every method were performed, and the variations of the estimated number of inhabitants served at an 800-m distance were analyzed. Local errors were assessed comparing every combination to the most accurate one. The results show that the number of people served ranges from 70 to 89% of the total population, depending upon the method used. The use of pedestrian network distances decreases by more than 10 points the population coverage, compared to crow-fly distances. The finest parameters of population assignment are more inclusive than coarser ones. This research demonstrates the influence of several measurement methods on coverage estimations. Empirical evidence indicates that both measurement and policies should be called into question in order to improve actual coverage.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3

Similar content being viewed by others

Notes

  1. A territorial reform conducted in 2011–2013 reduced their number to 183, with most of the merged parishes being located in Lisbon. Here, the former parishes are used, due to (i) data issues and (ii) the better level of precision they allow.

References

  • Aakvik, A., Holmås, T.H.: Access to primary health care and health outcomes: the relationships between GP characteristics and mortality rates. J. Health Econ 25, 1139–1153 (2006)

    Article  PubMed  Google Scholar 

  • Allard, S.W., Tolman, R.M., Rosen, D.: Proximity to service providers and service utilization among welfare recipients: the interaction of place and race. J. Pol. Anal. Manag. 22, 599–613 (2003)

    Article  Google Scholar 

  • Anderson, C.: Health promotion in community pharmacy: the UK situation. Patient Educ. Couns. 39, 285–291 (2000)

    Article  CAS  PubMed  Google Scholar 

  • Apparicio, P., Abdelmajid, M., Riva, M., Shearmur, R.: Comparing alternative approaches to measuring the geographical accessibility of urban health services: distance types and aggregation-error issues. Int. J. Health Geogr. 7, 1–14 (2008)

    Article  Google Scholar 

  • Arcury, T.A., Gesler, W.M., Preisser, J.S., Sherman, J., Spencer, J., Perin, J.: The effects of geography and spatial behavior on health care utilization among the residents of a rural region. Health Serv. Res. 40, 135–156 (2005)

    Article  PubMed  PubMed Central  Google Scholar 

  • Baradaran, S., Ramjerdi, F.: Performance of accessibility measures in Europe. J. Transp. Stat. 4, 31–48 (2001)

    Google Scholar 

  • Bell, S., Wilson, K., Bissonnette, L., Shah, T.: Access to primary health care: does neighborhood of residence matter? Ann. Assoc. Am. Geogr. 103, 85–105 (2013)

    Article  Google Scholar 

  • Blalock, S.J., Roberts, A.W., Lauffenburger, J.C., Thompson, T., O’Connor, S.K.: The effect of community pharmacy-based interventions on patient health outcomes a systematic review. Med. Care Res. Rev 70, 235–266 (2013)

    Article  PubMed  Google Scholar 

  • Cheng, J., Bertolini, L., Le Clercq, F., Kapoen, L.: Understanding urban networks. Cities 31, 16–25 (2012)

    Google Scholar 

  • Delamater, P.L., Messina, J.P., Shortridge, A.M., Grady, S.C.: Measuring geographic access to health care: raster and network-based methods. Int. J. Health Geogr. 11, 15 (2012)

    Article  PubMed  PubMed Central  Google Scholar 

  • EC 2016: Expert Panel on effective ways of investing in Health (EXPH). Report on Access to Health Services in the European Union Brussels, European Commission

  • El-Geneidy, A., Levinson, D.: Access to destinations: development of accessibility measures. University of Minnesota, Minneapolis (2006)

    Google Scholar 

  • Ensor, T., Cooper, S.: Overcoming barriers to health service access: influencing the demand side. Health Pol. Plan. 19, 69–79 (2004)

    Article  Google Scholar 

  • Evans, D.B., Hsu, J., Boerma, T.: Universal health coverage and universal access. Bull. World Health Org. 91, 546 (2013)

    Article  PubMed  PubMed Central  Google Scholar 

  • Fortney, J., Rost, K., Warren, J.: Comparing alternative methods of measuring geographic access to health services. Health Serv. Outcomes Res. Method. 1, 173–184 (2000)

    Article  Google Scholar 

  • Gatrell, A.C., Dunn, C.E., Boyle, P.J.: The relative utility of the central postcode directory and pinpoint address code in applications of geographical information systems. Environ. Plan. A 23, 1447–1458 (1991)

    Article  Google Scholar 

  • Geurs, K.T., Ritsema van Eck, J.R.: Accessibility Measures: Review and Applications. Bilthoven, RIVM (2001)

    Google Scholar 

  • Guagliardo, M.F.: Spatial accessibility of primary care: concepts, methods and challenges. Int. J. Health Geogr. 3, 3 (2004)

    Article  PubMed  PubMed Central  Google Scholar 

  • 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. Pol. 7, 186–188 (2002)

    Article  Google Scholar 

  • Gulliford, M., Morgan, M.: Access to Health Care. Routledge, Abingdon (2013)

    Google Scholar 

  • Hassell, K., Rogers, A., Noyce, P.: Community pharmacy as a primary health and self-care resource: a framework for understanding pharmacy utilization. Health Soc. Care Commun. 8, 40–49 (2000)

    Article  Google Scholar 

  • Hewko, J., Smoyer-Tomic, K.E., Hodgson, M.J.: Measuring neighbourhood spatial accessibility to urban amenities: does aggregation error matter? Environ. Plan. A 34, 1185–1206 (2002)

    Article  Google Scholar 

  • Higgs, G.: A literature review of the use of GIS-based measures of access to health care services. Health Serv. Outcomes Res. Method 5, 119–139 (2004)

    Article  Google Scholar 

  • Higgs, G.: The role of GIS for health utilization studies: literature review. Health Serv. Outcomes Res. Method 9, 84–99 (2009)

    Article  Google Scholar 

  • Hiscock, R., Pearce, J., Blakely, T., Witten, K.: Is Neighborhood Access to Health Care Provision Associated with Individual-Level Utilization and Satisfaction? Health Serv. Res. 43, 2183–2200 (2008)

    Article  PubMed  PubMed Central  Google Scholar 

  • Hubálek, Z.: Coefficients of association and similarity, based on binary (presence-absence) data: an evaluation. Biol. Rev. 57, 669–689 (1982)

    Article  Google Scholar 

  • Jones, S.: Accessibility measures: a literature review, TRRL Report 967. Crowthorne, Berkshire (1981)

  • Karimi, H.A., Kasemsuppakorn, P.: Pedestrian network map generation approaches and recommendation. Int. J. Geogr. Inf. Sci. 27, 947–962 (2013)

    Article  Google Scholar 

  • Karou, S. & Hull, A.: Accessibility measures and instruments. In: Hull, A., Silva, C. & Bertolini, L. (eds.) Accessibility Instruments for Planning Practice. COST Office (2012)

  • Korda, R.J., Butler, J.R., Clements, M.S., Kunitz, S.J.: Differential impacts of health care in Australia: trend analysis of socioeconomic inequalities in avoidable mortality. Int. J. Epidemiol. 36, 157–165 (2007)

    Article  PubMed  Google Scholar 

  • Langford, M., Higgs, G.: Measuring potential access to primary healthcare services: the influence of alternative spatial representations of population. Prof. Geogr. 58, 294–306 (2006)

    Article  Google Scholar 

  • Lavela, S.L., Smith, B., Weaver, F.M., Miskevics, S.A.: Geographical proximity and health care utilization in veterans with SCI&D in the USA. Soc. Sci. Med. 59, 2387–2399 (2004)

    Article  PubMed  Google Scholar 

  • Law, M.R., Dijkstra, A., Douillard, J.A., Morgan, S.G.: Geographic accessibility of community pharmacies in ontario. Healthc. Pol. 6, 36–46 (2011)

    Google Scholar 

  • Lin, G., Allan, D.E., Penning, M.J.: Examining distance effects on hospitalizations using GIS: a study of three health regions in British Columbia, Canada. Environ. Plan. A 34, 2037–2053 (2002)

    Article  Google Scholar 

  • Lin, S.-J.: Access to community pharmacies by the elderly in Illinois: a geographic information systems analysis. J. Med. Syst. 28, 301–309 (2004)

    Article  PubMed  Google Scholar 

  • Markovich, J. & Lucas, K.: The social and distributional impacts of transport: a literature review, Oxford, University of Oxford, Working Paper no. 1055 (2011)

  • Martin, D., Higgs, G.: Population georeferencing in England and Wales: basic spatial units reconsidered. Environ. Plan. A 29, 333–347 (1997)

    Article  Google Scholar 

  • McMillan, S.S., Wheeler, A.J., Sav, A., King, M.A., Whitty, J.A., Kendall, E., Kelly, F.: Community pharmacy in Australia: a health hub destination of the future. Res. Soc. Admin. Pharm. 9, 863–875 (2013)

    Article  Google Scholar 

  • Nhs, S.: Better Health, Better Care: Action Plan. The Scottish Government, Edinburgh (2008)

    Google Scholar 

  • Norris, P., Horsburgh, S., Sides, G., Ram, S., Fraser, J.: Geographical access to community pharmacies in New Zealand. Health Place 29, 140–145 (2014)

    Article  PubMed  Google Scholar 

  • Padeiro, M.: Geographical accessibility to community pharmacies by the elderly in metropolitan Lisbon. Res. Social Adm. Pharm. (2017). https://doi.org/10.1016/j.sapharm.2017.07.014

  • Penchansky, R., Thomas, J.W.: The concept of access. Med. Care 19, 127–140 (1981)

    Article  CAS  PubMed  Google Scholar 

  • Phibbs, C.S., Luft, H.S.: correlation of travel time on roads versus straight line distance. Med. Care Res. Rev. 52, 532–542 (1995)

    Article  CAS  PubMed  Google Scholar 

  • Saramunee, K., Krska, J., Mackridge, A., Richards, J., Suttajit, S., Phillips-Howard, P.: How to enhance public health service utilization in community pharmacy? General public and health providers’ perspectives. Res. Soc. Admin. Pharm. 10, 272–284 (2014)

    Article  Google Scholar 

  • Schuurman, N., Fiedler, R.S., Grzybowski, S.C., Grund, D.: Defining rational hospital catchments for non-urban areas based on travel-time. Int. J. Health Geogr. 5, 43 (2006)

    Article  PubMed  PubMed Central  Google Scholar 

  • Simonsick, E.M., Newman, A.B., Visser, M., Goodpaster, B., Kritchevsky, S.B., Rubin, S., Nevitt, M.C., Harris, T.B., FOR THE HEALTH, A. & STUDY, B. C.: Mobility limitation in self-described well-functioning older adults: importance of endurance walk testing. J. Gerontol. Ser. A Biol. Sci. Med. Sci. 63, 841–847 (2008)

    Article  Google Scholar 

  • Talen, E., Anselin, L.: Assessing spatial equity: an evaluation of measures of accessibility to public playgrounds. Environ. Plan. A 30, 595–613 (1998)

    Article  Google Scholar 

  • Turnbull, J., Martin, D., Lattimer, V., Pope, C., Culliford, D.: Does distance matter? Geographical variation in GP out-of-hours service use: an observational study. Br. J. Gen. Pract. 58, 471–477 (2008)

    Article  PubMed  PubMed Central  Google Scholar 

  • Us, D.H.H.S.: Healthy People 2020. US Department of Health and Human Services, Washington, DC (2011)

    Google Scholar 

  • Wang, F., Xu, Y.: Estimating O-D travel time matrix by Google Maps API: implementation, advantages, and implications. Ann. GIS 17, 199–209 (2011)

    Article  CAS  Google Scholar 

  • Zhang, B. & Srihari, S.N.: Properties of binary vector dissimilarity measures. In: Proceedings of the JCIS International Conference on Computer Vision, Pattern Recognition, and Image Processing (2003)

  • Zhang, H., Li, M., Chen, Z., Bao, Z., Huang, Q. & Cai, D.: Land use information release system based on Google Maps API and XML. In: 2010 18th International Conference on Geoinformatics, IEEE, 1–4 (2010)

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Miguel Padeiro.

Ethics declarations

Conflict of interest

The author(s) declare that they have no competing interests.

Funding

This work was supported by the Portuguese Foundation for Science and Technology (FCT). The research project it is part of was approved under the agreement number IF/01291/2014, entitled “Inclusive Accessibility Planning: from Transport Systems and Service Provision to Social Inclusion”. The author is grateful to the editor and the anonymous referees for their helpful comments and suggestions.

Ethical approval

This article does not contain any studies with human participants or animals performed by any of the authors.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Padeiro, M. Comparing alternative methods to measuring pedestrian access to community pharmacies. Health Serv Outcomes Res Method 18, 1–16 (2018). https://doi.org/10.1007/s10742-017-0173-0

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10742-017-0173-0

Keywords

Navigation