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中国卫生资源配置与卫生服务利用耦合协调关系的空间差异、动态演变及影响因素

Spatial differences, dynamic evolution and influencing factors of the coupling and coordination relationship between health resources allocation and health service utilization in China.

作者信息

Xu Xiaomin, Han Zilin, Liang Qing, Hu Mengmeng, Chen Qiaoli, Fang Wenli, Ma Zhangman, Zhou Sixian, Liu Zhicheng, Gong Xiangyang

机构信息

Department of Public Health, Hangzhou Medical College, Hangzhou, China.

Department of Environmental Science and Engineering, Fudan University, Shanghai, China.

出版信息

BMC Public Health. 2025 May 14;25(1):1773. doi: 10.1186/s12889-025-22916-9.

Abstract

BACKGROUND

With the progress of economic and social development, the demand for healthcare has increased, making the rational allocation of health resources and the efficient utilization of services crucial for public health. However, mismatches between resource allocation and service utilization have led to strain on resources. This study aims to assess the spatiotemporal evolution and influencing factors of the coupling coordination between health resource allocation (HRA) and health service utilization (HSU) in China, contributing to the realization of the "Healthy China" strategy.

METHODS

Based on the panel data from 2010 to 2022, The entropy method is employed to measure the comprehensive development index of HRA and HSU. The Coupling Coordination Degree Model (CCDM) was used to measure the coupling coordination degree (CCD)of HRA and HSU. The standard deviation ellipse (SDE) and kernel density estimation (KDE) to find the gravity centers movement trends and dynamic evolution of CCD. The XGBoost-SHAP machine learning was used to explore the key factors affecting CCD.

RESULTS

(1) The comprehensive development levels of the subsystems of HRA and HSU showed an overall upward trend, but they do not rise simultaneously. (2) CCD exhibited a stable upward trend over time, with higher values in the south and east, and lower values in the north and west. (3) The spatial migration of CCD was centered in Henan Province, with shifts from northwest to southwest to northeast, and after initial fluctuations, the distribution became more concentrated, and polarization diminished. (4) CCD is primarily influenced by healthcare investment and economic development. Additionally, influencing factors exhibit regional heterogeneity: in the eastern region, URRBMI coverage positively impacts CCD; in the central region, traffic network density positively influences CCD; and in the western region, population density negatively affects CCD.

CONCLUSIONS

This study investigates the spatiotemporal evolution and influencing factors of CCD, suggesting that governments adopt differentiated strategies to enhance CCD and offering a theoretical foundation for implementing the "Healthy China" strategy.

摘要

背景

随着经济社会发展的进步,对医疗保健的需求不断增加,这使得合理配置卫生资源和高效利用服务对公共卫生至关重要。然而,资源分配与服务利用之间的不匹配导致了资源紧张。本研究旨在评估中国卫生资源配置(HRA)与卫生服务利用(HSU)耦合协调的时空演变及影响因素,为实现“健康中国”战略提供助力。

方法

基于2010年至2022年的面板数据,采用熵值法测量HRA和HSU的综合发展指数。运用耦合协调度模型(CCDM)测量HRA和HSU的耦合协调度(CCD)。采用标准差椭圆(SDE)和核密度估计(KDE)来探究重心移动趋势和CCD的动态演变。使用XGBoost-SHAP机器学习方法探索影响CCD的关键因素。

结果

(1)HRA和HSU子系统的综合发展水平总体呈上升趋势,但并非同步上升。(2)CCD随时间呈稳定上升趋势,南部和东部的值较高,北部和西部的值较低。(3)CCD的空间迁移以河南省为中心,从西北向西南再向东北转移,经过初期波动后,分布变得更加集中,极化程度减弱。(4)CCD主要受医疗保健投资和经济发展的影响。此外,影响因素存在区域异质性:在东部地区,城乡居民基本医疗保险覆盖率对CCD有正向影响;在中部地区,交通网络密度对CCD有正向影响;在西部地区,人口密度对CCD有负向影响。

结论

本研究考察了CCD的时空演变及影响因素,建议政府采取差异化策略提高CCD,为实施“健康中国”战略提供理论依据。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7de0/12076908/41faf9458327/12889_2025_22916_Fig1_HTML.jpg

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