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Advance Multi-Priority, Multi-Appointment Patient Scheduling With Dependent Demand and Lead Times.

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  • 1Telfer School of Management, University of Ottawa, Ottawa, Ontario, Canada.

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Summary
This summary is machine-generated.

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.

Keywords:
Approximate Dynamic ProgrammingMarkov Decision ProcessesOperations Research in Health CarePatient SchedulingSimulation

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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.