ArticleInternational journal for equity in health2024
The impact of the scale and hierarchical structure of health human resources on the level of medical services-based on China's four major economic regions.
Article in International journal for equity in health, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.
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Who cites it
6 citing papers in PubMed.
- Temporal-spatial analysis and driving factors of coupling coordination between population and health services systems in China, 2010-2022.BMC health services research · 2026Article
- Transformational Leadership and Nurse Job Performance Through Self-Efficacy in Chinese Tertiary Hospitals.Nursing open · 2026Article
- Threat or strength? Study on the difference of the degree of aging on the efficiency of medical resources utilization in China.Frontiers in public health · 2026Article
- The impact of smart city construction on urban public health: evaluation using dual machine learning models.Frontiers in public health · 2026Article
- How to enhance primary healthcare capacity? Evidence from Chinese provinces through a configurational lens.Frontiers in public health · 2025Article
- COVID-19 drives medical education reform to promote "healthy China 2030" action plan.Frontiers in public health · 2024Article
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Abstract
backgroundEnsuring that the scale and hierarchical structure of health human resources are rational, and that medical services are efficient and fair, is an important task of practical significance. On this basis, examining the impact of health human resources on the level of medical services presents a new and formidable challenge. This study aims to delve into how the scale and hierarchical structure of health human resources in China's four major economic regions affect the fairness and efficiency of medical services, and to identify optimization strategies.
methodsThis study utilizes provincial panel data from China's four major economic regions spanning the years 2009 to 2021. Initially, it provides a statistical description of the current state of health human resources and the level of medical services. Subsequently, it employs a fixed-effects model to analyze the impact of the scale and hierarchical structure of health human resources, as well as their interactive effects, on the fairness and efficiency of medical services, and discusses the interactive mechanisms between medical service fairness and medical service efficiency. Furthermore, after conducting a comprehensive evaluation of the level of medical services using the entropy weight method, it explores the regional heterogeneity and temporal dynamics in the influence of the scale and hierarchical structure of health human resources on the level of medical services. Finally, the study examines the scientific validity and rationality of the research findings through various robustness checks, including the substitution of research variables and models.
resultsThe study found that the scale of health human resources has a promoting effect on the equity of medical services (β ≤ 0.643, p ≤ 0.01), but exhibits an inhibitory effect on the efficiency of medical services (β ≥ -0.079, p ≤ 0.1); the hierarchical structure of health human resources shows a positive impact on both the equity and efficiency of medical services (β
conclusionThis study provides an in-depth analysis of the impact of health human resources on the level of medical services, revealing that both the scale and hierarchical structure of health human resources significantly affect the equity and efficiency of medical services. Furthermore, the influence of health human resources on the level of medical services exhibits regional heterogeneity and temporal characteristics. Robustness tests ensure the scientific validity and robustness of the research conclusions. This provides effective references for optimizing the allocation of health human resources and improving the level of medical services.
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