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Solving operational problems in outpatient chemotherapy clinics using mathematical programming and simulation

Author

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  • M. Heshmat

    (Assiut University)

  • A. Eltawil

    (E-JUST)

Abstract

Increasing number of cancer survivors besides effective medications increase the demand for cancer care services. Therefore, managers have to investigate new ways to enhance the operational performance of the outpatient chemotherapy clinics (OCCs). However, the management process is complex due to significant variability in treatment times as a result of the different cancer types and accordingly different chemotherapy protocols and scarce resources such as nurses, chemotherapy chairs/beds, and pharmacists. In this paper, we address two problems in OCCs. First, in the planning problem, the objective is assigning the optimum first day to start the treatment for a set of new patients, and computing the required number of nurses and pharmacists given the limited resources. Second, the operational problem of scheduling the patients’ appointments. In this problem, the objective is to set the best appointment schedules for all patients, new and existing to improve the operational performance of the clinic. As the two problems are highly interrelated, we propose a two-phase solution approach starting by a mixed integer programming model that assigns the starting day of treatment for new patients and finds the optimum number of needed nurses and pharmacists to fulfill two objectives. Then, in the second phase, a discrete event simulation model is used to generate patient appointment schedules that minimise the treatment delay for patients and the total completion times of treatments in each day under resources availability constraints, including two new constraints covering the drug availability and pharmacists working-hours. Finally, the proposed simulation model is applied for evaluating the operations performance of a current case study and finding the best scheduling rule for patient appointment times to achieve a minimum wait time in the OCC.

Suggested Citation

  • M. Heshmat & A. Eltawil, 2021. "Solving operational problems in outpatient chemotherapy clinics using mathematical programming and simulation," Annals of Operations Research, Springer, vol. 298(1), pages 289-306, March.
    • Handle: RePEc:spr:annopr:v:298:y:2021:i:1:d:10.1007_s10479-019-03500-y
    DOI: 10.1007/s10479-019-03500-y
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    References listed on IDEAS

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    1. Bohui Liang & Ayten Turkcan & Mehmet Erkan Ceyhan & Keith Stuart, 2015. "Improvement of chemotherapy patient flow and scheduling in an outpatient oncology clinic," International Journal of Production Research, Taylor & Francis Journals, vol. 53(24), pages 7177-7190, December.
    2. Edward J. Rising & Robert Baron & Barry Averill, 1973. "A Systems Analysis of a University-Health-Service Outpatient Clinic," Operations Research, INFORMS, vol. 21(5), pages 1030-1047, October.
    3. Shoshana Hahn-Goldberg & Michael Carter & J. Beck & Maureen Trudeau & Philomena Sousa & Kathy Beattie, 2014. "Dynamic optimization of chemotherapy outpatient scheduling with uncertainty," Health Care Management Science, Springer, vol. 17(4), pages 379-392, December.
    4. Ludovic-Alexandre Vidal & Evren Sahin & Nicolas Martelli & Malik Berhoune & Brigitte Bonan, 2010. "Applying AHP to select drugs to be produced by anticipation in a chemotherapy compounding unit," Post-Print hal-01260122, HAL.
    5. C Baril & V Gascon & J Miller & C Bounhol, 2017. "The importance of considering resource’s tasks when modeling healthcare services with discrete-event simulation: an approach using work sampling method," Journal of Simulation, Taylor & Francis Journals, vol. 11(2), pages 103-114, May.
    6. Guillaume Lamé & Oualid Jouini & Julie Stal-Le Cardinal, 2016. "Outpatient Chemotherapy Planning: a Literature Review with Insights from a Case Study," Post-Print hal-01324488, HAL.
    7. Yasin Gocgun & Martin Puterman, 2014. "Dynamic scheduling with due dates and time windows: an application to chemotherapy patient appointment booking," Health Care Management Science, Springer, vol. 17(1), pages 60-76, March.
    8. Alexandre Mazier & Jean-Charles Billaut & Jean-François Tournamille, 2010. "Scheduling preparation of doses for a chemotherapy service," Annals of Operations Research, Springer, vol. 178(1), pages 145-154, July.
    9. Marie Matta & Sarah Patterson, 2007. "Evaluating multiple performance measures across several dimensions at a multi-facility outpatient center," Health Care Management Science, Springer, vol. 10(2), pages 173-194, June.
    10. Jonathan C. Woodall & Tracy Gosselin & Amy Boswell & Michael Murr & Brian T. Denton, 2013. "Improving Patient Access to Chemotherapy Treatment at Duke Cancer Institute," Interfaces, INFORMS, vol. 43(5), pages 449-461, October.
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    Cited by:

    1. Majed Hadid & Adel Elomri & Regina Padmanabhan & Laoucine Kerbache & Oualid Jouini & Abdelfatteh El Omri & Amir Nounou & Anas Hamad, 2022. "Clustering and Stochastic Simulation Optimization for Outpatient Chemotherapy Appointment Planning and Scheduling," IJERPH, MDPI, vol. 19(23), pages 1-34, November.

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