Related Experiment Video
Updated: Sep 23, 2025

Evaluation of a Point-of-Care Testing Analyzer for Measuring Peripheral Blood Leukocytes
Published on: March 22, 2022
3D Differential Equation Model for Patients' Choice of Hospital in China
Xiaoxia Zhao1, Lihong Jiang2, Kaihong Zhao3
1Faculty of Management and Economics, Kunming University of Science and Technology, Kunming, China.
Insights
Hospital choice in China is complex. This study models patient visits to three hospital tiers, finding that development level and health improvement strength are key to sustainability and efficiency.
Area of Science:
- Health economics
- Mathematical modeling
- Public health policy
Background:
- Patient hospital choice is a complex process influenced by numerous factors.
- China's healthcare system exhibits a preference for high-grade hospitals.
- Understanding patient flow across different hospital tiers is crucial for resource allocation.
Purpose of the Study:
- To develop a mathematical model simulating patient visit variations across three hospital grades in China.
- To analyze the impact of 'leapfrog treatment' rates and healthcare capacity on the hospital system.
- To identify key factors influencing the sustainability and efficiency of China's tiered hospital system.
Main Methods:
- Established a three-dimensional differential equation model to represent patient flow over time.
- Conducted qualitative analysis of the dynamic system.
- Performed numerical simulations to assess the effects of changing key parameters.
Main Results:
- The sustainability of China's three-tiered hospital system is primarily dependent on the developmental level of each hospital tier.
- The effectiveness of comprehensive health improvement initiatives at specific hospital levels is critical for enhancing medical resource efficiency.
- Simulation results highlight the sensitivity of patient distribution to treatment rates and capacity.
Conclusions:
- Strategic development and targeted health improvement programs are essential for optimizing China's healthcare resource allocation.
- The model provides insights into managing patient flow and ensuring the viability of different hospital levels.
- Policy interventions should focus on strengthening specific hospital tiers to improve overall system performance.
Abstract:
The number of patients in a hospital is a direct indicator of patients' choice of hospital, which is a complex process affected by many factors. Based on the national medical system and patients' preference for high-grade hospitals in China, this study establishes a three-dimensional differential equation model for calculating the time variation of the number of visits to three grades of hospitals. We performed a qualitative analysis of the system. We carried out a subsequent numerical simulation to analyze the impact on the system when the rate of leapfrog treatment and the maximum capacity of doctors and treatments changed. The results show that the sustainability of China's three levels of hospitals mainly depends on the level of hospital development. The strength of comprehensive health improvement at specific levels is the key to increasing the service efficiency of medical resources.
Related Concept Videos
Three-Compartment Open Model
Pharmacokinetic Models: Comparison and Selection Criterion
Physiological models take a detailed approach by considering specific molecular processes. They can predict drug distribution, metabolism, and elimination changes, providing a comprehensive understanding of how drugs interact with the body.
Two-Compartment Open Model: Extravascular Administration
The absorption exponent (ka) indicates the speed at which the drug...
Compartment Models: Two-Compartment Model
Model Approaches for Pharmacokinetic Data: Distributed Parameter Models
The distributed parameter models are specifically designed to account for variations and differences in some drug classes. This model is particularly useful for assessing regional concentrations of anticancer or...
Issues And Trends In Healthcare Delivery System
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...

