Evidence map›Paper›PMID 40337730›Full record

ArticleFrontiers in public health2025

Efficiency analysis of primary health care resources: DEA and Tobit regression evidence from village clinics in Jiangsu Province.

Wei Jiang, Boyi Yang, Xiaoli Dai, Shanshan Li

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Article in Frontiers in public health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

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0cells of the map it votes in
4citing papers in PubMed
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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Wei JiangDepartment of Medicine, Jiangsu Medical College, Yancheng, China.
Boyi YangDepartment of Geriatrics, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
Xiaoli Dai *Department of Medicine, Jiangsu Medical College, Yancheng, China.
Shanshan Li *Department of Medicine, Jiangsu Medical College, Yancheng, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Village clinics are essential for delivering primary health care in rural China, yet their resource allocation efficiency remains a concern. Many clinics face challenges such as low technical efficiency, imbalanced resource distribution, and insufficient technological progress, which may hinder the delivery of quality healthcare services. Methods: This study evaluates the resource allocation efficiency of village clinics across 13 cities in Jiangsu Province, China, using Data Envelopment Analysis. The Malmquist Productivity Index was applied to assess efficiency changes over time, and Tobit regression was employed to identify influencing factors. Results: The overall efficiency of village clinic resource allocation in Jiangsu Province is suboptimal. In 2022, the average technical efficiency was 0.869, with seven cities classified as inefficient. Among them, three exhibited decreasing returns to scale, while four demonstrated increasing returns to scale. Reducing the number of village clinics and health technicians while increasing medical revenue could improve efficiency. From 2015 to 2022, the average Malmquist Productivity Index was 0.96, with a significant decline of 11.6% in 2021-2022, primarily due to a 6.8% decrease in technological change. Random-effects Tobit regression revealed that population density positively correlates with technical efficiency (coefficient = 0.0014, Conclusion: The resource allocation efficiency of village clinics in Jiangsu Province is insufficient, with technological change being a key driver of efficiency fluctuations. Population density plays a significant role in efficiency variation. To enhance efficiency, optimizing resource allocation strategies and promoting technological advancements are essential for strengthening rural primary health care.

Indexed as

Efficiency, OrganizationalHealth ResourcesPrimary Health CareResource AllocationRural Health ServicesChinaHumansRegression AnalysisRural Populationdata envelopment analysisefficiencyMalmquist productivity indexprimary health careTobit regressionvillage clinics

Identifiers

PMID40337730
PMCPMC12055500

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