ArticleBMC health services research2023
A study of primary health care service efficiency and its spatial correlation in China.
Article in BMC health services research, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 27 papers, 1 of them a synthesis that pooled it.
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Who cites it
27 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Effectiveness of family doctor contract services for chronic diseases management in China: a mixed-methods systematic review.BMC primary care · 2025Pooled it
- Impact of fiscal subsidies of health insurance system and public health programs on the efficiency of primary healthcare institutions in China.BMC health services research · 2026Article
- The impact of digital economy on primary healthcare institution efficiency: evidence from China based on spatial effect analysis.BMC primary care · 2026Article
- Can public data openness enhance public health resource allocation efficiency? Evidence from the launch of Chinese government data platforms.Frontiers in public health · 2026Article
- Factors influencing residents' willingness to choose medical institutions first for treatment in the highland agricultural and pastoral areas of Qinghai province: a study based on the Anderson model.Frontiers in health services · 2026Article
- Efficiency assessment and demand forecasting in China's primary healthcare system: a comprehensive SBM-DDF-GML analysis.Frontiers in public health · 2026Article
- Informing equitable urban health policy: a multi-source geospatial assessment of spatial mismatch in medical facility distribution across Chinese cities.Frontiers in public health · 2026Article
- Distribution dynamics and spatial dependence in healthcare resource allocation efficiency: evidence of path dependence and club formation in China.Frontiers in public health · 2026Article
- [Regional distribution differences and influencing factors of primary healthcare institutions in China].Zhong nan da xue xue bao. Yi xue ban = Journal of Central South University. Medical sciences · 2025Article
- The five-link theory for improving the integrated and balanced development of emergency medical care in urban and rural areas.Journal of global health · 2025Article
- Efficiency analysis of primary health care resources: DEA and Tobit regression evidence from village clinics in Jiangsu Province.Frontiers in public health · 2025Article
- How to strengthen primary health care? An exploratory study on the policy of vertical integration of high-quality medical resources based on symbiosis theory.Frontiers in public health · 2025Article
- Based on regional heterogeneity: measurement of hospital service efficiency and analysis of spatial effects.Frontiers in public health · 2025Article
- Evaluation of Health Resource Efficiency and Its Influencing Factors in Ethnic Minority Areas of Guangxi: Data from 2010 to 2022.Risk management and healthcare policy · 2025Article
- Efficiency divergence and convergence in China's hospital sector: empirical insights from Guangdong Province using a multi-method approach.Frontiers in public health · 2025Article
- Comprehensive evaluation of primary health care service capacity in China based on TOPSIS and RSR methods.Frontiers in public health · 2025Article
- Spatiotemporal inequality and financial toxicity of leukemia in post-poverty China: a national analysis of 832 counties (2019-2024).Frontiers in public health · 2025Article
- Efficiency and equity of resource allocation in healthcare services using DEA and concentration indices: evidence from the traditional medicine hospital in Gansu Province, China.Frontiers in public health · 2025Article
- Efficiency evaluation and promoter identification of primary health care system in China: an enhanced DEA-Tobit approach.BMC health services research · 2024Article
- Spatiotemporal dynamics and determinants of medical service efficiency in China.BMC health services research · 2024Article
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6 authors.
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Abstract
backgroundChina's primary health care system has undergone major changes since the new round of medical reform in 2009, but the current status of primary health care institution service efficiency is still unsatisfactory. The purpose of this study is to compare and evaluate the China's primary health care institution service efficiency and provide a reference for improving the efficiency and promoting the development of primary health care institution.
methodsBased on panel data of 31 provinces (municipalities directly under the central government and autonomous regions) in mainland China from 2011 to 2020, using the super efficiency slack-based measure-data envelopment analysis model, to analyze the data from a static perspective, and the changes in the efficiency of primary health care services were analyzed from a dynamic perspective by using the Malmquist index method. Spatial autocorrelation analysis method was used to verify the spatial correlation of primary health care service efficiency among various regions.
resultsThe number of Primary health care institutions increased from 918,000 in 2011 to 970,000 in 2020. The average primary health care institution service efficiency in the northeastern region including Jilin (0.324), Heilongjiang (0.460), Liaoning (0.453) and northern regions such as Shaanxi (0.344) and Neimenggu (0.403) was at a low level, while the eastern coastal regions such as Guangdong (1.116), Zhejiang (1.211), Shanghai (1.402) have higher average service efficiency levels. The global Moran's I showed the existence of spatial autocorrelation, and the local Moran's I index suggested that the problem of uneven regional development was prominent, showing a contiguous regional distribution pattern. Among them, H-H (high-efficiency regions) were mainly concentrated in Jiangsu, Anhui and Shanghai, and L-L regions (low-efficiency regions) were mostly in northern and northeastern China.
conclusionThe service efficiency of primary health care institution in China showed a rising trend in general, but the overall average efficiency was still at a low level, and there were significant geographical differences, which showed a spatial distribution of "high in the east and low in the west, high in the south and low in the north". The northwestern region, after receiving relevant support, has seen a rapid development of primary health care, and its efficiency was steadily improving and gradually reaching a high level. The average primary health care institution service efficiency in the northeastern region including the northern region of China was at a low level, while the average efficiency in the eastern coastal region and some economically developed regions was high, which also verifies the dependence and high symbiosis of primary health care institution service efficiency on regional economy.
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