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Research Article

Improving COVID-19 vaccination centre operation through computer modelling and simulation

ORCID Icon, ORCID Icon, ORCID Icon, & ORCID Icon
Received 04 May 2023, Accepted 02 Apr 2024, Published online: 09 Apr 2024

References

  • Aaby, K., Herrmann, J. W., Jordan, C. S., Treadwell, M., & Wood, K. (2006). Montgomery county’s public health service uses operations research to plan emergency mass dispensing and vaccination clinics. Interfaces, 36(6), 569–579. https://doi.org/10.1287/inte.1060.0229
  • Akaike, H. (1974). A new look at the statistical model identification. IEEE Transactions on Automatic Control, 19(6), 716–723. https://doi.org/10.1109/TAC.1974.1100705
  • Asgary, A., Najafabadi, M. M., Karsseboom, R., & Wu, J. (2020). A drive-through simulation tool for mass vaccination during COVID-19 pandemic. Healthcare, 8(4), 469. https://doi.org/10.3390/healthcare8040469
  • Asllani, A., Dileepan, P., & Ettkin, L. (2007). A methodology for using simulation to optimize emergency mass vaccination parameters. Journal of Medical Systems, 31(6), 453–459. https://doi.org/10.1007/s10916-007-9084-x
  • AstraZeneca. (2020). AstraZeneca press release. AZD1222 vaccine met primary efficacy endpoint in preventing COVID-19. https://www.astrazeneca.com/media-centre/press-releases/2020/azd1222hlr.html
  • Baraniuk, C. (2021). Covid-19: How the UK vaccine rollout delivered success, so far. British Medical Journal, 372, n421. https://doi.org/10.1136/bmj.n421
  • Bardsley, M., Steventon, A., & Fothergill, G. (2019). Untapped potential: Investing in health and care data analytics. Health Foundation.
  • Beeler, M. F., Aleman, D. M., & Carter, M. W. (2014). A simulation case study to improve staffing decisions at mass immunization clinics for pandemic influenza. Journal of the Operational Research Society, 65(4), 497–511. https://doi.org/10.1057/jors.2013.148
  • BNSSG Analytics. (2020). R-based discrete event simulation for modelling patient pathways. Sponsored by The Health Foundation. https://github.com/nhs-bnssg-analytics/PathSimR
  • Carter, M. W., & Busby, C. R. (2023). How can operational research make a real difference in healthcare? Challenges of implementation. European Journal of Operational Research, 306(3), 1059–1068. https://doi.org/10.1016/j.ejor.2022.04.022
  • Crowe, S., & Utley, M. (2022). Praxis in healthcare OR: An empirical behavioural or study. Journal of the Operational Research Society, 73(7) , 1444–1456. https://doi.org/10.1080/01605682.2021.1919036
  • Crowe, S., Utley, M., Walker, G., Grove, P., & Pagel, C. (2011). A model to evaluate mass vaccination against pneumococcus as a countermeasure against pandemic influenza. Vaccine, 29(31), 5065–5077. https://doi.org/10.1016/j.vaccine.2011.04.034
  • Currie, C. S., Fowler, J. W., Kotiadis, K., Monks, T., Onggo, B. S., Robertson, D. A., & Tako, A. A. (2020). How simulation modelling can help reduce the impact of COVID-19. Journal of Simulation, 14(2), 83–97. https://doi.org/10.1080/17477778.2020.1751570
  • Das, T. K., Savachkin, A. A., & Zhu, Y. (2008). A large-scale simulation model of pandemic influenza outbreaks for development of dynamic mitigation strategies. Iie Transactions, 40(9), 893–905. https://doi.org/10.1080/07408170802165856
  • Department of Health and Social Care. (2020). Priority groups for coronavirus (COVID-19) vaccination: Advice from the JCVI. https://www.gov.uk/government/publications/priority-groups-for-coronavirus-covid-19-vaccination-advice-from-the-jcvi-30-december-2020
  • DeRoo, S. S., Pudalov, N. J., & Fu, L. Y. (2020). Planning for a COVID-19 vaccination program. Jama, 323(24), 2458–2459. https://doi.org/10.1001/jama.2020.8711
  • Franco, C., Herazo-Padilla, N., & Castañeda, J. A. (2022). A queueing network approach for capacity planning and patient scheduling: A case study for the COVID-19 vaccination process in Colombia. Vaccine: X, 40(49), 7073–7086. https://doi.org/10.1016/j.vaccine.2022.09.079
  • Glasgow, S. M., Perkins, Z. B., Tai, N. R., Brohi, K., & Vasilakis, C. (2018). Development of a discrete event simulation model for evaluating strategies of red blood cell provision following mass casualty events. European Journal of Operational Research, 270(1), 362–374. https://doi.org/10.1016/j.ejor.2018.03.008
  • Grieco, L., Melnychuk, M., Ramsay, A., Baim-Lance, A., Turner, S., Wilshere, A., Fulop, Naomi Morris, Steve Utley, M. (2021). Operational analysis of school-based delivery models to vaccinate children against influenza. Health Systems, 10(3), 212–221. https://doi.org/10.1080/20476965.2020.1754733
  • Griffiths, J. D., Leonenko, G. M., & Williams, J. E. (2006). The transient solution to M/Ek/1 queue. Operations Research Letters, 34(3), 349–354. https://doi.org/10.1016/j.orl.2005.05.010
  • Hanly, M., Churches, T., Fitzgerald, O., Caterson, I., MacIntyre, C. R., & Jorm, L. (2022). Modelling vaccination capacity at mass vaccination hubs and general practice clinics: A simulation study. BMC Health Services Research, 22(1), 1–11. https://doi.org/10.1186/s12913-022-08447-8
  • Hupert, N., Mushlin, A. I., & Callahan, M. A. (2002). Modeling the public health response to bioterrorism: Using discrete event simulation to design antibiotic distribution centers. Medical Decision Making, 22(1_suppl), 17–25. https://doi.org/10.1177/027298902237709
  • Kendall, D. G. (1951). Some problems in the theory of queues. Journal of the Royal Statistical Society: Series B (Methodological), 13(2), 151–173. https://doi.org/10.1111/j.2517-6161.1951.tb00080.x
  • Kendall, D. G. (1953). Stochastic processes occurring in the theory of queues and their analysis by the method of the imbedded markov chain. The Annals of Mathematical Statistics, 24(3), 338–354. https://doi.org/10.1214/aoms/1177728975
  • Kohli, M., Maschio, M., Becker, D., & Weinstein, M. C. (2021). The potential public health and economic value of a hypothetical COVID-19 vaccine in the United States: Use of cost-effectiveness modeling to inform vaccination prioritization. Vaccine, 39(7), 1157–1164. https://doi.org/10.1016/j.vaccine.2020.12.078
  • Lee, B. Y., Brown, S. T., Cooley, P. C., Zimmerman, R. K., Wheaton, W. D., Zimmer, S. M., Grefenstette, John J Assi, Tina-Marie Furphy, Timothy J Wagener, Diane K Burke, D. S. (2010). A computer simulation of employee vaccination to mitigate an influenza epidemic. American Journal of Preventive Medicine, 38(3), 247–257. https://doi.org/10.1016/j.amepre.2009.11.009
  • Lee, E. K., Pietz, F., Benecke, B., Mason, J., & Burel, G. (2013). Advancing public health and medical preparedness with operations research. Interfaces, 43(1), 79–98. https://doi.org/10.1287/inte.2013.0676
  • Little, J. D. (1961). A proof for the queuing formula: L= λ W. Operations Research, 9(3), 383–387. https://doi.org/10.1287/opre.9.3.383
  • Long, K. M., McDermott, F., & Meadows, G. N. (2020). Factors affecting the implementation of simulation modelling in healthcare: A longitudinal case study evaluation. Journal of the Operational Research Society, 71(12), 1927–1939. https://doi.org/10.1080/01605682.2019.1650624
  • Manzi, S., Chalk, D., Day, J., Pearson, M., Lang, I., Stein, K., & Pitt, M. (2018). A novel modelling and simulation capacity development initiative for the national health service. BMJ Simulation and Technology Enhanced Learning, 4(2), 97–98. https://doi.org/10.1136/bmjstel-2017-000205
  • MHRA, U. K. (2020a). UK medicines and healthcare products regulatory agency. Regulatory approval of COVID-19 vaccine AstraZeneca. https://www.gov.uk/government/publications/regulatory-approval-of-covid-19-vaccine-astrazeneca
  • MHRA, U. K. (2020b). UK medicines and healthcare products regulatory agency. Regulatory approval of Pfizer/BioNTech vaccine for COVID-19. https://www.gov.uk/government/publications/regulatory-approval-of-pfizer-biontech-vaccine-for-covid-19
  • Mohiuddin, S., Busby, J., Savović, J., Richards, A., Northstone, K., Hollingworth, W. Donovan, Jenny L Vasilakis, C. (2017). Patient flow within UK emergency departments: A systematic review of the use of computer simulation modelling methods. British Medical Journal Open, 7(5), e015007. https://doi.org/10.1136/bmjopen-2016-015007
  • NHS England. (2020). Landmark moment as first NHS patient receives COVID-19 vaccination. https://www.england.nhs.uk/2020/12/landmark-moment-as-first-nhs-patient-receives-covid-19-vaccination/
  • Ordu, M., Demir, E., & Davari, S. (2021a). A hybrid analytical model for an entire hospital resource optimisation. Soft Computing, 25(17), 11673–11690. https://doi.org/10.1007/s00500-021-06072-x
  • Ordu, M., Demir, E., Tofallis, C., & Gunal, M. M. (2021b). A novel healthcare resource allocation decision support tool: A forecasting-simulation-optimization approach. Journal of the Operational Research Society, 72(3), 485–500. https://doi.org/10.1080/01605682.2019.1700186
  • Pfizer. (2020). Pfizer press release. Pfizer and BioNTech announce vaccine candidate against COVID-19 achieved success in first interim analysis from phase 3 study. https://www.pfizer.com/news/press-release/press-release-detail/pfizer-and-biontech-announce-vaccine-candidate-against
  • Pidd, M. (1998). Computer simulation in management science (Vol. 4). Wiley.
  • Pitt, M., Monks, T., Crowe, S., & Vasilakis, C. (2016). Systems modelling and simulation in health service design, delivery and decision making. BMJ Quality & Safety, 25(1), 38–45. https://doi.org/10.1136/bmjqs-2015-004430
  • Public Health England. (2021). COVID-19 vaccination: Information for healthcare practitioners. https://www.gov.uk/government/publications/covid-19-vaccination-programme-guidance-for-healthcare-practitioners
  • Royal College of General Practitioners. (2020). GPs stand ready to support vaccination efforts as Oxford-AstraZeneca vaccine is approved. https://www.rcgp.org.uk/about-us/news/2020/december/gps-stand-ready-to-support-vaccination-efforts-as-oxford-astrazeneca-vaccine-is-approved.aspx
  • Roy, S., Prasanna Venkatesan, S., & Goh, M. (2020). Healthcare services: A systematic review of patient-centric logistics issues using simulation. Journal of the Operational Research Society, 72(10), 1–23. https://doi.org/10.1080/01605682.2020.1790306
  • Sheikh, A., Sheikh, A., Sheikh, Z., Dhami, S., & Sridhar, D. (2020). What’s the way out? Potential exit strategies from the COVID-19 lockdown. Journal of Global Health, 10(1). https://doi.org/10.7189/jogh.10.010370
  • Smith, I. M., & Smith, D. T. (2021). Mass production methods for mass vaccination: Improving flow and operational performance in a COVID-19 mass vaccination centre using lean. BMJ Open Quality, 10(3), e001525. https://doi.org/10.1136/bmjoq-2021-001525
  • Sobolev, B. G., Sanchez, V., & Vasilakis, C. (2011). Systematic review of the use of computer simulation modeling of patient flow in surgical care. Journal of Medical Systems, 35(1), 1–16. https://doi.org/10.1007/s10916-009-9336-z
  • Soorapanth, S., & Young, T. (2019). Assessing the value of modelling and simulation in health care: An example based on increasing access to stroke treatment. Journal of the Operational Research Society, 70(2), 226–236. https://doi.org/10.1080/01605682.2017.1421857
  • Tyler, J. M., Murch, B. J., Vasilakis, C., & Wood, R. M. (2022). Improving uptake of simulation in healthcare: User-driven development of an open-source tool for modelling patient flow. Journal of Simulation, 17(6), 1–18. https://doi.org/10.1080/17477778.2022.2081521
  • UK Parliament. (2021, January 13). Engagements. Volume 687: debated on Wednesday. https://hansard.parliament.uk/Commons/2021-01-13/debates/FF0968C6-A5BB-4070-9054-D97745B51902/Engagements
  • Valladares, L., Nino, V., Martínez, K., Sobek, D., Claudio, D., & Moyce, S. (2022). Optimizing patient flow, capacity, and performance of COVID-19 vaccination clinics. IISE Transactions on Healthcare Systems Engineering, 12(4), 1–13. https://doi.org/10.1080/24725579.2022.2066740
  • van de Kracht, T., & Heragu, S. S. (2020). Lessons from modeling and running the world’s largest drive-through mass vaccination clinic. INFORMS Journal on Applied Analytics, 51(2), 91–105. https://doi.org/10.1287/inte.2020.1063
  • Washington, M. L. (2009). Evaluating the capability and cost of a mass influenza and pneumococcal vaccination clinic via computer simulation. Medical Decision Making, 29(4), 414–423. https://doi.org/10.1177/0272989X09333126
  • Washington, M. L., Mason, J., & Meltzer, M. I. (2005). Maxi-Vac: Planning mass smallpox vaccination clinics. Journal of Public Health Management and Practice, 11(6), 542–549. https://doi.org/10.1097/00124784-200511000-00011
  • Wood, R. M., & Hall, I. M. (2022). Efficacy of antibiotic medication strategy following a bioterrorist attack involving Francisella tularensis. Journal of the Operational Research Society, 73(9), 2028–2042. https://doi.org/10.1080/01605682.2021.1960909
  • Wood, R. M., Murch, B. J., Moss, S. J., Tyler, J. M., Thompson, A. L., & Vasilakis, C. (2021). Operational research for the safe and effective design of COVID-19 mass vaccination centres. Vaccine, 39(27), 3537. https://doi.org/10.1016/j.vaccine.2021.05.024
  • Wood, R. M., Pratt, A. C., Kenward, C., McWilliams, C. J., Booton, R. D., Thomas, M. J., Bourdeaux, C. P., & Vasilakis, C. (2021). The value of triage during periods of intense COVID-19 demand: Simulation modeling study. Medical Decision Making, 41(4), 393–407. https://doi.org/10.1177/0272989X21994035
  • Yakutcan, U., Demir, E., Hurst, J. R., & Taylor, P. C. (2020). Patient pathway modelling using discrete event simulation to improve the management of COPD. Journal of the Operational Research Society, 73(4), 1–25. https://doi.org/10.1080/01605682.2020.1854626
  • Yaylali, E., Ivy, J. S., & Taheri, J. (2014). Systems engineering methods for enhancing the value stream in public health preparedness: The role of markov models, simulation, and optimization. Public Health Reports, 129(6_suppl4), 145–153. https://doi.org/10.1177/00333549141296S419

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