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Advance Multi-Priority, Multi-Appointment Patient Scheduling With Dependent Demand and Lead Times
Shahryar Moradi1, Antoine Sauré1, Jonathan Patrick1
1Telfer School of Management, University of Ottawa, Ottawa, Ontario, Canada.
This study introduces a dynamic patient scheduling model that accounts for appointment dependencies and lead times. The new model significantly reduces wait times and ensures timely diagnostic tests before specialist appointments.
Area of Science:
- Operations Research
- Healthcare Management
- Health Informatics
Background:
- Existing healthcare scheduling models often overlook appointment dependencies and lead times.
- These factors are critical for quality of care, especially when specialist assessments rely on timely diagnostic tests.
Purpose of the Study:
- To develop a dynamic scheduling model that incorporates appointment dependencies, lead times, and patient heterogeneity.
- To minimize patient wait times and ensure diagnostic results precede consult appointments.
Main Methods:
- Utilized Approximate Dynamic Programming (ADP) to create an Approximate Optimal Policy (AOP).
- Derived a closed-form solution for optimal approximation parameters, offering computational advantages.
- Evaluated AOP performance via simulation against benchmark policies and current clinical practices.
Main Results:
- The AOP consistently outperformed benchmarks in reducing wait times and ensuring timely diagnostic completion.
- A practical heuristic, MSP, derived from AOP, showed comparable performance with high interpretability.
- The approach was validated using a case study from a Stroke Prevention Clinic (SPC).
Conclusions:
- The proposed dynamic scheduling model effectively addresses complexities in healthcare scheduling.
- The AOP and MSP offer efficient solutions for optimizing patient flow and improving care quality.
- The model has broad applicability across various clinical settings with interdependent appointments.
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