Gnosis(GIS) symposium

Prioritizing the location of vaccination centres during the COVID-19 pandemic by bike in the Netherlands

Publisher's note
All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.
Received: 30 March 2024
Published: 3 March 2025
2417
Views
813
Downloads
90
HTML

Authors

Once a vaccine against COVID-19 had been developed, distribution strategies were needed to vaccinate large numbers of the population as efficiently as possible. In this study we explored the geographical accessibility of vaccination centres and examined their optimal location. To achieve this, we used open-source data. For the analysis we assessed the centre-to-population ratio served to assess inequalities and examined the optimal number and location of centres needed to serve 50%, 70% and 85% of the population, while ensuring physical accessibility using a common mode of transportation, the bicycle. The Location Set Covering Problem (LSCP) model was used to determine the lowest number of vaccination centres needed and assess where these should be located for each Municipal Health Service (GGD) region in The Netherlands. Our analysis identified an unequal distribution of health centres by GGD region, with a primary concentration of vaccination locations in the central region of the Netherlands. GGD Region Noord en Oost Gelderland (N=34), Utrecht (N=29) and Hollands-Midden (N=26) had the highest numbers, while the lowest were found in West-Brabant (N=1), Brabant-Zuidoost (N=2), with Kennemerland, Hollands-Noorden, Groningen and Flevoland (N=3) each. The centre-to-population ratio ranged from 1 centre serving 22,000 people (Noord en Oost Gelderland) to 1 centre serving 672,000 people (West Brabant region). The location-allocation analysis identified several regions that would benefit by adding more centres, most of which would serve densely populated regions previously neglected by the existing vaccination strategy. The number of centres needed ranged from 110 to 322 to achieve 50% and 85% population coverage respectively. In conclusion, location-allocation models coupled with Geographic Information Systems (GIS) can aid decision-making efforts during mass vaccination efforts. To increase effectiveness, a nuanced distribution approach considering accessibility and coverage would be useful. The methodology presented here is valuable for aiding decisionmakers in providing optimized locally adapted crucial health services accessible for the population, such as vaccination centres.

Downloads

Download data is not yet available.

Agricola H, Goosen H, Bokdam CG, Opdam P, 2009. Kansrijke gebieden voor klimaatmantels in de provincie Drenthe. Wageningen: Alterra, (Alterra rapport 1860). Available from: https://edepot.wur.nl/14588

Al-Huraibi A, Amer S, Blanford JI, 2023. Cycling to get my vaccination: how accessible are COVID-19 vaccination centers in the Netherlands? AGILE: GIScience Series 4:1–7. DOI: https://doi.org/10.5194/agile-giss-4-16-2023

Alcendor DJ, Juarez PD, Matthews-Juarez P, Simon S, Nash C, Lewis K, Smoot D, 2022. Meharry Medical College mobile vaccination program: implications for increasing COVID-19 vaccine uptake among minority communities in middle Tennessee. Vaccines 10:211. DOI: https://doi.org/10.3390/vaccines10020211

Alkhedhairi A, 2008. Simulated annealing metaheuristic for solving P-median problem. Available from: https://www.researchgate.net/publication/229044807

Ball P, 2021. The lightning-fast quest for COVID vaccines - and what it means for other diseases. Nature 589:16–18. DOI: https://doi.org/10.1038/d41586-020-03626-1

Blanford JI, Jong NBDe, Schouten SE, Friedrich AW, Araújo-Soares V, 2022. Navigating travel in Europe during the pandemic: from mobile apps, certificates and quarantine to traffic-light system. J Travel Med 29:006 DOI: https://doi.org/10.1093/jtm/taac006

Buehler R, Pucher J, 2012. Walking and cycling in Western Europe and the United States: Trends, policies, and lessons. TR News. Available from: https://onlinepubs.trb.org/onlinepubs/trnews/trnews280westerneurope.pdf

Çalık H, 2013. Exact solution methodologies for the p-center problem under single and multiple allocation strategies. Bilkent University. Available from: https://hal.archives-ouvertes.fr/tel-01913661

CBS, PBL, RIVM, & WUR. (2020). Land use in the Netherlands. Statistics Netherlands (CBS), The Hague; PBL Netherlands Environmental Assessment Agency, The Hague; RIVM National Institute for Public Health and the Environment, Bilthoven; and Wageningen University and Research, Wageningen. Available from: https://www.clo.nl/en/indicators/en0061-land-use-in-the-netherlands

CBS, 2015. Onderzoek Verplaatsingen in Nederland 2014. Centraal Bureau Voor de Statistiek. Available from: https://easy.dans.knaw.nl/ui/datasets/id/easy-dataset:61643

CBS, 2018. Kaart van 100 meter bij 100 meter met statistieken. Centraal Bureau Voor de Statistiek. Available from: https://www.cbs.nl/nl-nl/dossier/nederland-regionaal/geografische-data/kaart-van-100-meter-bij-100-meter-met-statistieken

CBS, 2020. Onderweg in Nederland (ODiN) 2019 Onderzoeksbeschrijving. Centraal Bureau Voor de Statistiek. Available from: https://www.cbs.nl/nl-nl/onze-diensten/methoden/onderzoeksomschrijvingen/aanvullende-onderzoeksbeschrijvingen/onderweg-in-nederland--odin---onderzoeksbeschrijving-2019

CBS, 2021. CBS gebiedsindelingen. Centraal Bureau Voor de Statistiek. Available from: https://www.cbs.nl/nl-nl/dossier/nederland-regionaal/geografische-data/cbs-gebiedsindelingen

CBS, 2023. Population; key figures, 1950-2022.Centraal Bureau Voor de Statistiek. Available from: https://www.cbs.nl/en-gb/figures/detail/37296eng

Chaiken JM, 1978. Transfer of emergency service deployment models to operating agencies. Institute Operat Res Manag Sci 24:719-31. DOI: https://doi.org/10.1287/mnsc.24.7.719

Chen H, Cao Y, Feng L, Zhao Q, Rafael J, Torres V, 2023. Understanding the spatial heterogeneity of COVID-19 vaccination uptake in England. BMC Public Health 23:895. DOI: https://doi.org/10.1186/s12889-023-15801-w

Church R, ReVelle C, 1974. The maximal covering location problem. Papers Reg Sci Assoc 1974 32:101–18. DOI: https://doi.org/10.1007/BF01942293

Cinderby S, Cambridge H, Attuyer K, Bevan M, Croucher K, Gilroy R, Swallow D, 2018. Co-designing urban living solutions to improve older people’s mobility and well-Being. J Urban Health 95:409–422. DOI: https://doi.org/10.1007/s11524-018-0232-z

Daskin MS, Owen SH,2003). Location models in transportation. In Hall RW (ed.), Handbook of Transportation Science, 2nd ed. Springer US; Vol. 56, pp. 321–70. DOI: https://doi.org/10.1007/0-306-48058-1_10

De Haas M, Faber R, Hamersma M, 2020. New insights on mobility and the corona crisis. Available from: https://www.kimnet.nl/publicaties/brochures/2020/07/21/nieuwe-inzichten-mobiliteit-en-de-coronacrisis

Drezner, Z. (1984). The planar two-center and two-median problems. Transport Sci 18:351–61. DOI: https://doi.org/10.1287/trsc.18.4.351

ECDC. (2022). Overview of the implementation of COVID-19 vaccination strategies and vaccine deployment plans in the EU/EEA: April 2022. European Centre for Disease Prevention and Control.ECDC Technical Report, April, 1–28. Available from: https://www.ecdc.europa.eu/sites/default/files/documents/Overview-of-COVID-19-vaccination-strategies-deployment-plans-in-the-EU-EEA.pdf

Erdemir ET, Batta R, Rogerson PA, Blatt A, Flanigan M, 2010. Joint ground and air emergency medical services coverage models: A greedy heuristic solution approach. Eur J Operat Res 207:736–49. DOI: https://doi.org/10.1016/j.ejor.2010.05.047

Fishman E, 2015. Cycling as transport. Transport Rev 36:1–8. DOI: https://doi.org/10.1080/01441647.2015.1114271

Hakimi SL, 1965. Optimum distribution of switching centers in a communication network and some related graph theoretic problems. Operat Res 13:462–75. DOI: https://doi.org/10.1287/opre.13.3.462

Jin T, Cheng L, Wang K, Cao J, Huang H, Witlox F, 2022. Examining equity in accessibility to multi-tier healthcare services across different income households using estimated travel time. Transport Pol 121:1–13. DOI: https://doi.org/10.1016/j.tranpol.2022.03.014

Karim AAEl, Awawdeh MM, 2020. Integrating GIS accessibility and location-allocation models with multicriteria decision analysis for evaluating quality of life in buraidah city, KSA. Sustainability 12:1412. DOI: https://doi.org/10.3390/su12041412

Lee J, Miller HJ, 2018. Measuring the impacts of new public transit services on space-time accessibility: An analysis of transit system redesign and new bus rapid transit in Columbus, Ohio, USA. Appl Geogr 93:47-63. DOI: https://doi.org/10.1016/j.apgeog.2018.02.012

Li M, Wang F, Kwan MP, Chen J, Wang J, 2022. Equalizing the spatial accessibility of emergency medical services in Shanghai: A trade-off perspective. Comput Environ Urban Systems 92:101745. DOI: https://doi.org/10.1016/j.compenvurbsys.2021.101745

Lusiantoro L, Mara STW, Rifai AP, 2022. A locational analysis model of the COVID-19 vaccine distribution. Operat Supply Chain Manag 15:240–50. DOI: https://doi.org/10.31387/oscm0490344

Markhorst B, Zver T, Malbasic N, Dijkstra R, Otto D, van der Mei R, Moeke D, 2021. A data-driven digital application to enhance the capacity planning of the COVID-19 vaccination process. Vaccines 9:1181. DOI: https://doi.org/10.3390/vaccines9101181

Merkelbach I, Magnee T, Sana S, Kollmann J, Kocken P, Denktas S, 2023. Using the health belief model to explain COVID-19 vaccination hesitancy in Dutch urban citizens under thirty. PLoS One 18:e0279453. DOI: https://doi.org/10.1371/journal.pone.0279453

Mestre AM, Oliveira MD, Barbosa-Póvoa AP, 2015. Location-allocation approaches for hospital network planning under uncertainty. Eur J Operat Res 240:791–806. DOI: https://doi.org/10.1016/j.ejor.2014.07.024

Moore R, Rojo MO, Purvis RS, Marin LP, Yáñez J, Reece S, Wells C, Vaughn B, McElfish PA, 2021. Overcoming barriers and enhancing facilitators to COVID-19 vaccination in the Hispanic community. BMC Public Health 22:2393. DOI: https://doi.org/10.1186/s12889-022-14825-y

Murad A, Faruque F, Naji A, Tiwari A, 2021. Using the location-allocation p-median model for optimising locations for health care centres in the city of Jeddah City, Saudi Arabia. Geospat Health 16:1002 DOI: https://doi.org/10.4081/gh.2021.1002

Niessen FA, Knol MJ, Hahné SJM, Bonten MJM, Bruijning-Verhagen PCJL, 2022. Vaccine effectiveness against COVID-19 related hospital admission in the Netherlands: A test-negative case-control study. Vaccine 40:5044–49. DOI: https://doi.org/10.1016/j.vaccine.2022.06.011

Polo G, Acosta CM, Ferreira F, Dias RA, 2015. Location-allocation and accessibility models for improving the spatial planning of public health services. PLoS One 10:0119190 DOI: https://doi.org/10.1371/journal.pone.0119190

Pourrezaie-Khaligh P, Bozorgi-Amiri A, Yousefi-Babadi A, Moon I, 2022. Fix-and-optimize approach for a healthcare facility location/network design problem considering equity and accessibility: A case study. Appl Mathemat Mod 102:243–267. DOI: https://doi.org/10.1016/j.apm.2021.09.022

Rahman M, Chen N, Islam M, Dewan A, Pourghasemi HR, Muhammad R, Washakh A, Nepal N, Tian S, Faiz H, Alam M, Ahmed N, 2021. Location-allocation modeling for emergency evacuation planning with GIS and remote sensing: A case study of Northeast Bangladesh. Geosci Front 12:101095. DOI: https://doi.org/10.1016/j.gsf.2020.09.022

Rahman SU, Smith DK, 2000. Use of location-allocation models in health service development planning in developing nations. Eur J Operat Re 123:437–52. DOI: https://doi.org/10.1016/S0377-2217(99)00289-1

Ramm F, 2022. OpenStreetMap Data in Layered GIS Format.

Ramos AM, Vela-Pérez M, Ferrández MR, Kubik AB, Ivorra B, 2021. Modeling the impact of SARS-CoV-2 variants and vaccines on the spread of COVID-19. Comm Nonlinear Sci Numerical Simulat 102:105937. DOI: https://doi.org/10.1016/j.cnsns.2021.105937

RIVM, 2022. COVID-19 vaccines. Rijksinstituut Voor Volksgezondheid En Milieu. Available from: https://www.rivm.nl/en/covid-19-vaccination/questions-and-background-information/vaccines

RIVM, 2023. Risk groups and COVID-19. Rijksinstituut Voor Volksgezondheid En Milieu. Available from: https://www.rivm.nl/en/coronavirus-covid-19/risk-groups

RTL Nieuws, 2020. What percentage must be vaccinated to beat the coronavirus? Available from: https://www.rtlnieuws.nl/nieuws/nederland/artikel/5197211/coronavirus-vaccinatie-pfizer-oxford-procent-groepsimmuniteit

Sahoo S, Zuidema C, van Stralen JNP, Sijm J, Faaij A, 2022. Detailed spatial analysis of renewables’ potential and heat: A study of Groningen Province in the northern Netherlands. ApplEnergy 318:119149. DOI: https://doi.org/10.1016/j.apenergy.2022.119149

Shariff SSR, Moin NH, Omar M, 2012. Location allocation modeling for healthcare facility planning in Malaysia. Computers Industrial Engin 62:1000–1010. DOI: https://doi.org/10.1016/j.cie.2011.12.026

Statista, 2023. Netherlands: bicycle fleet. Statista Research Department. Available from: https://www.statista.com/statistics/819839/volume-of-bicycles-in-the-netherlands/

Toregas C, ReVelle C, 1972. Optimal location under time or distance constraints. Papers Reg Sci Assoc 28:131–43. DOI: https://doi.org/10.1007/BF01961457

van Annemieke D, 2021. GGDs close the majority of puncture streets: campaign continues via puncture buses and pop-ups. AD.Nl. Available from: https://www.ad.nl/binnenland/ggd-s-sluiten-gros-prikstraten-campagne-gaat-verder-via-prikbussen-en-pop-ups~a8b58a40/

Vincenzo JL, Spear MJ, Moore R, Purvis RS, Patton SK, Callaghan-Koru J, McElfish PA, Curran GM, 2023. Reaching late adopters: factors influencing COVID-19 vaccination of Marshallese and Hispanic adults. BMC Public Health 23:631. DOI: https://doi.org/10.1186/s12889-023-15468-3

WHO, 2020. COVID-19: Science in 5: Episode #1 - Herd immunity. World Health Organization. Available from: https://www.who.int/emergencies/diseases/novel-coronavirus-2019/media-resources/science-in-5/episode-1

Xu W, Ma Y, Zhao X, Li Y, Qin L, Du J, 2018. A comparison of scenario-based hybrid bilevel and multi-objective location-allocation models for earthquake emergency shelters: A case study in the central area of Beijing, China. Internat J Geograph Informat Sci 32:236–56. DOI: https://doi.org/10.1080/13658816.2017.1395882

Yong Q, Liu D, Li G, Wu W, Sun W, Liu S, 2021. Reducing exposure to COVID-19 by improving access to fever clinics: an empirical research of the Shenzhen area of China. BMC Health Serv Res 21:959. DOI: https://doi.org/10.1186/s12913-021-06831-4

Zhang X, Tulloch J, Knott S, Allison R, Parvulescu P, Buchan I, García-Fiñana M, Piroddi R, Green M, Barr B, 2022. Evaluating the impact of using mobile vaccination units to increase COVID-19 vaccination uptake in Cheshire and Merseyside, UK: a synthetic control analysis. BMJ Open 13:e071852. DOI: https://doi.org/10.1136/bmjopen-2023-071852

How to Cite



Prioritizing the location of vaccination centres during the COVID-19 pandemic by bike in the Netherlands. (2025). Geospatial Health, 20(1). https://doi.org/10.4081/gh.2025.1293