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When outpatient appointment meets online consultation: A joint scheduling optimization framework

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  • Guo, Hainan
  • Xie, Yue
  • Jiang, Bowen
  • Tang, Jiafu

Abstract

While the provision of Online Consultation Services (OCS) has brought convenience to patients, the original offline outpatient workflow may struggle to maintain efficiency. Hospital managers’ concerns lie on how to reconcile the operations of offline service with the provision of OCS and what are the latent impacts of OCS on the operational performances of healthcare system. The outpatient appointment scheduling is a crucial part of the workflow decision that affects both quality of offline services and the fragmented idle time that doctors can reply to their Follow-up patients (FUP) during working hours. To smooth the fluctuations in workload of OCS, we introduce a novel decision variable—the recommended maximum number of FUP that a doctor should serve during overtime hours (FUP-MN)—and propose an inter-day service shifting strategy that any requests for OCS exceeding the FUP-MN will be deferred to be served in the fragmented idle time of the next session. We formulate a stochastic programming model to search for the optimal combination of the appointment schedule and FUP-MN. Propositions are conducted to demonstrate the model is valid not only in coordinating the dual demand for online and offline services, but also in restricting the potential overflow of OCS requests. We provide a general solution approach and also develop a heuristic algorithm to quickly obtain optimal workflows at different OCS demand levels. The numerical experimental results indicate that an appropriate introduction of OCS can give the healthcare system a strong ability to resist the adverse effects of uncertainty.

Suggested Citation

  • Guo, Hainan & Xie, Yue & Jiang, Bowen & Tang, Jiafu, 2024. "When outpatient appointment meets online consultation: A joint scheduling optimization framework," Omega, Elsevier, vol. 127(C).
  • Handle: RePEc:eee:jomega:v:127:y:2024:i:c:s0305048324000677
    DOI: 10.1016/j.omega.2024.103101
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    as
    1. Turkcan, Ayten & Zeng, Bo & Muthuraman, Kumar & Lawley, Mark, 2011. "Sequential clinical scheduling with service criteria," European Journal of Operational Research, Elsevier, vol. 214(3), pages 780-795, November.
    2. Subodha Kumar & Vijay Mookerjee & Abhinav Shubham, 2018. "Research in Operations Management and Information Systems Interface," Production and Operations Management, Production and Operations Management Society, vol. 27(11), pages 1893-1905, November.
    3. Liu, Huiyuan & Perera, Sandun C. & Wang, Jian-Jun, 2023. "Does the physicians’ medical team joining behavior affect their performance on an online healthcare platform? Evidence from two quasi-experiments," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 171(C).
    4. Seokjun Youn & H. Neil Geismar & Michael Pinedo, 2022. "Planning and scheduling in healthcare for better care coordination: Current understanding, trending topics, and future opportunities," Production and Operations Management, Production and Operations Management Society, vol. 31(12), pages 4407-4423, December.
    5. Liuan Wang & Lu (Lucy) Yan & Tongxin Zhou & Xitong Guo & Gregory R. Heim, 2020. "Understanding Physicians’ Online-Offline Behavior Dynamics: An Empirical Study," Information Systems Research, INFORMS, vol. 31(2), pages 537-555, June.
    6. Xinshang Wang & Van-Anh Truong, 2018. "Multi-Priority Online Scheduling with Cancellations," Operations Research, INFORMS, vol. 66(1), pages 104-122, January.
    7. Chongjun Yan & Jiafu Tang & Bowen Jiang & Richard Y.K. Fung, 2015. "Sequential appointment scheduling considering patient choice and service fairness," International Journal of Production Research, Taylor & Francis Journals, vol. 53(24), pages 7376-7395, December.
    8. Refael Hassin & Sharon Mendel, 2008. "Scheduling Arrivals to Queues: A Single-Server Model with No-Shows," Management Science, INFORMS, vol. 54(3), pages 565-572, March.
    9. Lara Wiesche & Matthias Schacht & Brigitte Werners, 2017. "Strategies for interday appointment scheduling in primary care," Health Care Management Science, Springer, vol. 20(3), pages 403-418, September.
    10. Liu, Huiyuan & Perera, Sandun C. & Wang, Jian-Jun & Leonhardt, James M., 2023. "Physician engagement in online medical teams: A multilevel investigation," Journal of Business Research, Elsevier, vol. 157(C).
    11. Guido Kaandorp & Ger Koole, 2007. "Optimal outpatient appointment scheduling," Health Care Management Science, Springer, vol. 10(3), pages 217-229, September.
    12. Ahmadi-Javid, Amir & Jalali, Zahra & Klassen, Kenneth J, 2017. "Outpatient appointment systems in healthcare: A review of optimization studies," European Journal of Operational Research, Elsevier, vol. 258(1), pages 3-34.
    13. Hessam Bavafa & Lorin M. Hitt & Christian Terwiesch, 2018. "The Impact of E-Visits on Visit Frequencies and Patient Health: Evidence from Primary Care," Management Science, INFORMS, vol. 64(12), pages 5461-5480, December.
    14. Wang, Jian-Jun & Zhang, Xinmou & Shi, Jim Junmin, 2023. "Hospital dual-channel adoption decisions with telemedicine referral and misdiagnosis," Omega, Elsevier, vol. 119(C).
    15. Pan, Xingwei & Geng, Na & Xie, Xiaolan & Wen, Jing, 2020. "Managing appointments with waiting time targets and random walk-ins," Omega, Elsevier, vol. 95(C).
    16. Rachel R. Chen & Lawrence W. Robinson, 2014. "Sequencing and Scheduling Appointments with Potential Call-In Patients," Production and Operations Management, Production and Operations Management Society, vol. 23(9), pages 1522-1538, September.
    17. Sandeep Khurana & Liangfei Qiu & Subodha Kumar, 2019. "When a Doctor Knows, It Shows: An Empirical Analysis of Doctors’ Responses in a Q&A Forum of an Online Healthcare Portal," Information Systems Research, INFORMS, vol. 30(3), pages 872-891, September.
    18. Sauré, Antoine & Begen, Mehmet A. & Patrick, Jonathan, 2020. "Dynamic multi-priority, multi-class patient scheduling with stochastic service times," European Journal of Operational Research, Elsevier, vol. 280(1), pages 254-265.
    19. Ho-Yin Mak & Ying Rong & Jiawei Zhang, 2014. "Sequencing Appointments for Service Systems Using Inventory Approximations," Manufacturing & Service Operations Management, INFORMS, vol. 16(2), pages 251-262, May.
    20. Renata Kopach & Po-Ching DeLaurentis & Mark Lawley & Kumar Muthuraman & Leyla Ozsen & Ron Rardin & Hong Wan & Paul Intrevado & Xiuli Qu & Deanna Willis, 2007. "Effects of clinical characteristics on successful open access scheduling," Health Care Management Science, Springer, vol. 10(2), pages 111-124, June.
    21. Lawrence W. Robinson & Rachel R. Chen, 2010. "A Comparison of Traditional and Open-Access Policies for Appointment Scheduling," Manufacturing & Service Operations Management, INFORMS, vol. 12(2), pages 330-346, June.
    22. Cho, David D. & Stauffer, Jon M., 2022. "Tele-medicine question response service: Analysis of benefits and costs," Omega, Elsevier, vol. 111(C).
    23. Riise, Atle & Mannino, Carlo & Lamorgese, Leonardo, 2016. "Recursive logic-based Benders’ decomposition for multi-mode outpatient scheduling," European Journal of Operational Research, Elsevier, vol. 255(3), pages 719-728.
    24. Camilo Mancilla & Robert Storer, 2012. "A sample average approximation approach to stochastic appointment sequencing and scheduling," IISE Transactions, Taylor & Francis Journals, vol. 44(8), pages 655-670.
    25. Wu, Xueqi & Zhou, Shenghai, 2022. "Sequencing and scheduling appointments on multiple servers with stochastic service durations and customer arrivals," Omega, Elsevier, vol. 106(C).
    26. Shan Wang & Nan Liu & Guohua Wan, 2020. "Managing Appointment-Based Services in the Presence of Walk-in Customers," Management Science, INFORMS, vol. 66(2), pages 667-686, February.
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