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Optimizing Cooperative Community Hospital Selection for Post-Discharge Care with NSGA-II Algorithm
Zhenli Wu1, Yunxuan Li1, Xin Lu1
1College of Systems Engineering, National University of Defense Technology, Changsha 410073, China.
Optimizing hospital-primary care collaboration improves post-discharge patient access while managing costs. A new model aids partner selection and resource planning for efficient healthcare delivery.
Area of Science:
- Healthcare Management
- Operations Research
- Public Health
Background:
- Efficient post-discharge care is crucial for comprehensive disease management.
- Limited research exists on optimizing collaborative frameworks between hospitals and primary care systems.
- Prior studies focused on specific aspects like follow-up services or facility location.
Purpose of the Study:
- To develop a model-based optimization framework for hospital-primary care collaboration.
- To address the selection of community hospitals, patient engagement, and follow-up resource allocation.
- To maximize patient accessibility and minimize total hospital costs in post-discharge care.
Main Methods:
- A multi-objective mixed-integer programming model was developed.
- An optimization approach was proposed using a Non-dominated Sorting Genetic Algorithm II (NSGA-II).
- A case study was conducted using data from a hospital in Chengdu, China.
Main Results:
- The model generated a Pareto set illustrating the accessibility-cost trade-off.
- A 'knee region' was identified, showing diminishing returns from expanding cooperating providers.
- Sensitivity analyses highlighted cost parameters and follow-up frequency as key trade-off drivers.
Conclusions:
- The optimization framework provides a decision-aid for designing hospital-primary care collaborations.
- It supports strategic decisions in partner selection and capacity planning.
- The study identifies key factors for improving post-discharge follow-up performance.
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