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Designing a rural network of dialysis facilities

Author

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  • Klein, Michael G.
  • Verter, Vedat
  • Moses, Brian G.

Abstract

Kidney specialists treat chronic kidney failure with dialysis until transplant or death. Patients travel to in-centre or satellite hemodialysis facilities for each four-hour treatment, three times per week or participate in home peritoneal dialysis or home hemodialysis. We observe through a patient preference survey that regardless of the travel burden, many patients will always opt to go to an in-centre or satellite facility, while some will always opt for home dialysis. For others, the choice will vary depending on the location of available facilities. We propose a mathematical model for the Dialysis Facility Network Design Problem, where long travel times impact access to care, especially for patients who live in rural areas. The proposed model can help identify the best network of dialysis facilities with consideration for budget and capacity management constraints as well as patient preferences for facility or home dialysis. In the application of our proposed model through a case study, we find that with the same budget as the existing facility network, it is possible to achieve considerable reductions in maximum and mean patient travel times with less variability. Due to the potential cost savings from home dialysis, we compare further improvements from increasing the proportion of patients who will consider home dialysis with similar improvements from increases in budget. For larger size problem instances, we provide a tabu search heuristic that can be used to find optimal or near-optimal solutions in a fraction of the computation time required by a commercial solver.

Suggested Citation

  • Klein, Michael G. & Verter, Vedat & Moses, Brian G., 2020. "Designing a rural network of dialysis facilities," European Journal of Operational Research, Elsevier, vol. 282(3), pages 1088-1100.
  • Handle: RePEc:eee:ejores:v:282:y:2020:i:3:p:1088-1100
    DOI: 10.1016/j.ejor.2019.10.024
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    References listed on IDEAS

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    1. Anna Graber-Naidich & Michael W Carter & Vedat Verter, 2015. "Primary care network development: the regulator’s perspective," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 66(9), pages 1519-1532, September.
    2. Moshe Eben-Chaime & Joseph S. Pliskin, 1992. "Incorporating Patient Travel Times in Decisions about Size and Location of Dialysis Facilities," Medical Decision Making, , vol. 12(1), pages 44-51, February.
    3. Stefanos A. Zenios & Glenn M. Chertow & Lawrence M. Wein, 2000. "Dynamic Allocation of Kidneys to Candidates on the Transplant Waiting List," Operations Research, INFORMS, vol. 48(4), pages 549-569, August.
    4. Peter Sivey, 2012. "The effect of waiting time and distance on hospital choice for English cataract patients," Health Economics, John Wiley & Sons, Ltd., vol. 21(4), pages 444-456, April.
    5. Berman, Oded & Krass, Dmitry & Menezes, Mozart B.C., 2016. "Directed assignment vs. customer choice in location inventory models," International Journal of Production Economics, Elsevier, vol. 179(C), pages 179-191.
    6. Vedat Verter & Sophie Lapierre, 2002. "Location of Preventive Health Care Facilities," Annals of Operations Research, Springer, vol. 110(1), pages 123-132, February.
    7. Yue Zhang & Oded Berman & Patrice Marcotte & Vedat Verter, 2010. "A bilevel model for preventive healthcare facility network design with congestion," IISE Transactions, Taylor & Francis Journals, vol. 42(12), pages 865-880.
    8. Barnett R. Parker & V. Srinivasan, 1976. "A Consumer Preference Approach to the Planning of Rural Primary Health-Care Facilities," Operations Research, INFORMS, vol. 24(5), pages 991-1025, October.
    9. Steven M. Shechter & Matthew D. Bailey & Andrew J. Schaefer & Mark S. Roberts, 2008. "The Optimal Time to Initiate HIV Therapy Under Ordered Health States," Operations Research, INFORMS, vol. 56(1), pages 20-33, February.
    10. Teodora Dan & Patrice Marcotte, 2019. "Competitive Facility Location with Selfish Users and Queues," Operations Research, INFORMS, vol. 67(2), pages 479-497, March.
    11. Mazhar Arıkan & Barış Ata & John J. Friedewald & Rodney P. Parker, 2018. "Enhancing Kidney Supply Through Geographic Sharing in the United States," Production and Operations Management, Production and Operations Management Society, vol. 27(12), pages 2103-2121, December.
    12. Soheil Davari, 2019. "The incremental cooperative design of preventive healthcare networks," Annals of Operations Research, Springer, vol. 272(1), pages 445-492, January.
    13. Zhang, Yue & Atkins, Derek, 2019. "Medical facility network design: User-choice and system-optimal models," European Journal of Operational Research, Elsevier, vol. 273(1), pages 305-319.
    14. Zhang, Yue & Berman, Oded & Verter, Vedat, 2009. "Incorporating congestion in preventive healthcare facility network design," European Journal of Operational Research, Elsevier, vol. 198(3), pages 922-935, November.
    15. Oguzhan Alagoz & Lisa M. Maillart & Andrew J. Schaefer & Mark S. Roberts, 2007. "Choosing Among Living-Donor and Cadaveric Livers," Management Science, INFORMS, vol. 53(11), pages 1702-1715, November.
    16. Fred Glover, 1990. "Tabu Search: A Tutorial," Interfaces, INFORMS, vol. 20(4), pages 74-94, August.
    17. Charles Cunningham & Ken Deal & Heather Rimas & Heather Campbell & Ann Russell & Jennifer Henderson & Anne Matheson & Blake Melnick, 2008. "Using Conjoint Analysis to Model the Preferences of Different Patient Segments for Attributes of Patient-Centered Care," The Patient: Patient-Centered Outcomes Research, Springer;International Academy of Health Preference Research, vol. 1(4), pages 317-330, October.
    18. Alireza Sabouri & Woonghee Tim Huh & Steven M. Shechter, 2017. "Screening Strategies for Patients on the Kidney Transplant Waiting List," Operations Research, INFORMS, vol. 65(5), pages 1131-1146, October.
    19. Oguzhan Alagoz & Lisa M. Maillart & Andrew J. Schaefer & Mark S. Roberts, 2004. "The Optimal Timing of Living-Donor Liver Transplantation," Management Science, INFORMS, vol. 50(10), pages 1420-1430, October.
    20. M. Reza Skandari & Steven M. Shechter & Nadia Zalunardo, 2015. "Optimal Vascular Access Choice for Patients on Hemodialysis," Manufacturing & Service Operations Management, INFORMS, vol. 17(4), pages 608-619, October.
    21. Navneet Vidyarthi & Onur Kuzgunkaya, 2015. "The impact of directed choice on the design of preventive healthcare facility network under congestion," Health Care Management Science, Springer, vol. 18(4), pages 459-474, December.
    22. Chris P. Lee & Glenn M. Chertow & Stefanos A. Zenios, 2008. "Optimal Initiation and Management of Dialysis Therapy," Operations Research, INFORMS, vol. 56(6), pages 1428-1449, December.
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