• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

中国医疗服务效率及其内在驱动因素:基于三阶段超效率 SBM 模型。

Healthcare services efficiency and its intrinsic drivers in China: based on the three-stage super-efficiency SBM model.

机构信息

College of Science, Zhejiang University of Science and Technology, Hangzhou, China.

The Third Department of Critical Care Medicine, Shengli Clinical Medical College of Fujian Medical University, Fujian Provincial Hospital, Fujian Provincial Center for Critical Care Medicine, Fujian Provincial Key Laboratory of Critical Care Medicine, Fuzhou, China.

出版信息

BMC Health Serv Res. 2023 Jul 29;23(1):811. doi: 10.1186/s12913-023-09820-x.

DOI:10.1186/s12913-023-09820-x
PMID:37516853
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10386256/
Abstract

BACKGROUND

The purpose of this study is to examine the development of healthcare services efficiency in China since the reform of the healthcare system. By examining the development environment of healthcare services in China and examining the driving factors affecting the efficiency of healthcare services, we provide a reference for the future high-quality development of healthcare services in China.

METHODS

A three-stage super-efficient slack-based measure (SBM) model with undesirable outputs was used to measure the efficiency of healthcae services in 31 Chinese provinces from 2009 to 2021, and a global Malmquist-Luenberger (GML) index was used to assess their spatiotemporal evolution characteristics and internal influencing mechanisms of healthcare services efficiency.

RESULTS

The empirical results showed that the efficiency of China's healthcare services changed significantly from 2009-2014 and then remained stable. During the study period, the efficiency of healthcare services in the eastern region was higher than the national level, while it was lower in the western region. The results of the analysis of environmental factors indicated that an increase in population density reduced the redundancy of healthcare input resources and that economic development as well as an increase in government subsidies, contributed to an increase in the redundancy of healthcare input resources. The main contribution to the growth of healthcare sercices efficiency in China came from the technological innovation effect, and the growth was most significant in the western region.

CONCLUSION

From 2009 to 2021, the efficiency of national healthcare services generally showed a slow upward trend, and the efficiency of healthcare services varied widely among regions. Under the existing environmental constraints, relevant departments in each region should strengthen technological innovation in healthcare services, completely focus on the regional catch-up effect, and promote the balanced development of regional health.

摘要

背景

本研究旨在考察医改以来中国医疗服务效率的发展。通过考察中国医疗服务发展环境,考察影响医疗服务效率的驱动因素,为未来中国医疗服务的高质量发展提供参考。

方法

采用三阶段超效率 SBM 模型(带非期望产出)测算了 2009-2021 年中国 31 个省份的医疗服务效率,并利用全局 Malmquist-Luenberger(GML)指数测度了其时空演化特征及医疗服务效率的内部影响机制。

结果

实证结果表明,中国医疗服务效率从 2009-2014 年发生显著变化,随后保持稳定。研究期间,东部地区医疗服务效率高于全国水平,而西部地区则较低。环境因素分析结果表明,人口密度的增加减少了医疗投入资源的冗余,经济发展以及政府补贴的增加,增加了医疗投入资源的冗余。中国医疗服务效率增长的主要贡献来自技术创新效应,且西部地区增长最为显著。

结论

2009-2021 年,全国医疗服务效率总体呈缓慢上升趋势,且各地区医疗服务效率差异较大。在现有环境约束下,各地区相关部门应加强医疗服务技术创新,全面关注区域追赶效应,促进区域卫生均衡发展。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fe39/10386256/cbe8b6e61bf7/12913_2023_9820_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fe39/10386256/595f9918157f/12913_2023_9820_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fe39/10386256/549327f40d0a/12913_2023_9820_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fe39/10386256/b53407e1dccf/12913_2023_9820_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fe39/10386256/cbe8b6e61bf7/12913_2023_9820_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fe39/10386256/595f9918157f/12913_2023_9820_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fe39/10386256/549327f40d0a/12913_2023_9820_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fe39/10386256/b53407e1dccf/12913_2023_9820_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fe39/10386256/cbe8b6e61bf7/12913_2023_9820_Fig4_HTML.jpg

相似文献

1
Healthcare services efficiency and its intrinsic drivers in China: based on the three-stage super-efficiency SBM model.中国医疗服务效率及其内在驱动因素:基于三阶段超效率 SBM 模型。
BMC Health Serv Res. 2023 Jul 29;23(1):811. doi: 10.1186/s12913-023-09820-x.
2
Measuring productivity of healthcare services under environmental constraints: evidence from China.在环境约束下衡量医疗服务的生产率:来自中国的证据。
BMC Health Serv Res. 2020 Jul 22;20(1):673. doi: 10.1186/s12913-020-05496-9.
3
Evaluation of healthcare efficiency in China: a three-stage data envelopment analysis of directional slacks-based measure.中国医疗保健效率评估:基于三阶段数据包络分析的有向松弛测度方法
Front Public Health. 2024 May 30;12:1393143. doi: 10.3389/fpubh.2024.1393143. eCollection 2024.
4
Evaluating Green Innovation Efficiency and Its Socioeconomic Factors Using a Slack-Based Measure with Environmental Undesirable Outputs.基于非期望产出的松弛测度评价绿色创新效率及其社会经济因素。
Int J Environ Res Public Health. 2021 Dec 7;18(24):12880. doi: 10.3390/ijerph182412880.
5
Health expenditure efficiency in rural China using the super-SBM model and the Malmquist productivity index.中国农村卫生支出效率的超 SBM 模型与 Malmquist 生产力指数分析
Int J Equity Health. 2019 Jul 19;18(1):111. doi: 10.1186/s12939-019-1003-5.
6
The efficiency of health resource allocation and its influencing factors: evidence from the super efficiency slack based model-Tobit model.卫生资源配置效率及其影响因素研究——基于超效率 SBM-Tobit 模型的实证分析。
Int Health. 2023 May 2;15(3):326-334. doi: 10.1093/inthealth/ihac054.
7
Assessing the financial efficiency of healthcare services and its influencing factors of financial development: fresh evidences from three-stage DEA model based on Chinese provincial level data.评估医疗服务的财务效率及其财务发展的影响因素:基于中国省级数据的三阶段 DEA 模型的新证据。
Environ Sci Pollut Res Int. 2022 Mar;29(15):21955-21967. doi: 10.1007/s11356-021-17005-4. Epub 2021 Nov 13.
8
How to Evaluate Investment Efficiency of Environmental Pollution Control: Evidence from China.如何评估环境污染控制的投资效率:来自中国的证据。
Int J Environ Res Public Health. 2022 Jun 13;19(12):7252. doi: 10.3390/ijerph19127252.
9
Exploring Tourism Efficiency and Its Drivers to Understand the Backwardness of the Tourism Industry in Gansu, China.探讨旅游效率及其驱动因素,以了解中国甘肃旅游业的落后状况。
Int J Environ Res Public Health. 2022 Sep 14;19(18):11574. doi: 10.3390/ijerph191811574.
10
Ecological efficiency in China and its influencing factors-a super-efficient SBM metafrontier-Malmquist-Tobit model study.中国的生态效率及其影响因素——基于超效率 SBM 前沿- Malmquist-Tobit 模型的研究。
Environ Sci Pollut Res Int. 2018 Jul;25(21):20880-20898. doi: 10.1007/s11356-018-1949-7. Epub 2018 May 15.

引用本文的文献

1
Structural changes and influencing factors of human resource allocation for oral health in China.中国口腔卫生人力资源配置的结构变化及影响因素
PLoS One. 2025 May 22;20(5):e0324454. doi: 10.1371/journal.pone.0324454. eCollection 2025.
2
Trend analysis and prediction of disease burden of occupational carbon monoxide poisoning in China based on the past two decades.基于过去二十年的中国职业性一氧化碳中毒疾病负担趋势分析与预测
Sci Rep. 2025 Apr 29;15(1):14962. doi: 10.1038/s41598-025-99887-9.
3
Efficiency analysis of oral health resource allocation in public medical institutions in Yunnan Province at the end of the 13th five-year plan in China.

本文引用的文献

1
Measuring the efficiency of public hospitals: A multistage data envelopment analysis in Fujian Province, China.测量公立医院效率:中国福建省的多阶段数据包络分析。
Front Public Health. 2023 Mar 7;11:1091811. doi: 10.3389/fpubh.2023.1091811. eCollection 2023.
2
Eco-Efficiency Measurement of Green Buildings and Its Spatial and Temporal Differences Based on a Three-Stage Superefficient SBM-DEA Model.基于三阶段超效率 SBM-DEA 模型的绿色建筑生态效率测度及其时空差异。
J Environ Public Health. 2022 Jul 11;2022:3147953. doi: 10.1155/2022/3147953. eCollection 2022.
3
Hospital efficiency measurement in the west of Iran: data envelopment analysis and econometric approach.
中国“十三五”期末云南省公立医疗机构口腔卫生资源配置效率分析
BMC Oral Health. 2025 Apr 1;25(1):466. doi: 10.1186/s12903-025-05839-0.
4
Health resource allocation within the close-knit medical consortium after the Luohu healthcare reform in China: efficiency, productivity, and influencing factors.中国罗湖医疗改革后紧密型医联体内部的卫生资源配置:效率、生产力和影响因素。
Front Public Health. 2024 Aug 29;12:1395633. doi: 10.3389/fpubh.2024.1395633. eCollection 2024.
5
Dynamic evolution of utilization efficiency of medical and health services in China.中国医疗卫生服务利用效率的动态演进。
PLoS One. 2024 Jun 25;19(6):e0304157. doi: 10.1371/journal.pone.0304157. eCollection 2024.
伊朗西部医院效率评估:数据包络分析与计量经济学方法
Cost Eff Resour Alloc. 2022 Feb 9;20(1):5. doi: 10.1186/s12962-022-00341-8.
4
Assessing the financial efficiency of healthcare services and its influencing factors of financial development: fresh evidences from three-stage DEA model based on Chinese provincial level data.评估医疗服务的财务效率及其财务发展的影响因素:基于中国省级数据的三阶段 DEA 模型的新证据。
Environ Sci Pollut Res Int. 2022 Mar;29(15):21955-21967. doi: 10.1007/s11356-021-17005-4. Epub 2021 Nov 13.
5
The Impact of Health Care Reform Since 2009 on the Efficiency of Primary Health Services: A Provincial Panel Data Study in China.2009 年以来医改对基层医疗服务效率的影响:基于中国省级面板数据的研究。
Front Public Health. 2021 Oct 22;9:735654. doi: 10.3389/fpubh.2021.735654. eCollection 2021.
6
Health system efficiency in OECD countries: dynamic network DEA approach.经合组织国家的卫生系统效率:动态网络数据包络分析法
Health Econ Rev. 2021 Oct 12;11(1):40. doi: 10.1186/s13561-021-00337-9.
7
[Financing and management: the technical efficiency in public health expenditures of small-scale municipalities in the state of Santa Catarina].[融资与管理:圣卡塔琳娜州小规模市镇公共卫生支出的技术效率]
Cien Saude Colet. 2021 Apr;26(4):1521-1532. doi: 10.1590/1413-81232021264.09712019. Epub 2018 Jun 9.
8
Configuration Analysis of Influencing Factors of Technical Efficiency Based on DEA and fsQCA: Evidence from China's Medical and Health Institutions.基于DEA和fsQCA的技术效率影响因素组态分析:来自中国医疗卫生机构的证据
Risk Manag Healthc Policy. 2021 Jan 8;14:49-65. doi: 10.2147/RMHP.S282178. eCollection 2021.
9
Technical Efficiency of Regional Public Hospitals in China Based on the Three-Stage DEA.基于三阶段 DEA 的中国区域公立医院技术效率研究。
Int J Environ Res Public Health. 2020 Dec 15;17(24):9383. doi: 10.3390/ijerph17249383.
10
Evaluating the Technical Efficiency of Hospitals Providing Tertiary Health Care in Turkey: An Application Based on Data Envelopment Analysis.评估土耳其提供三级医疗保健的医院的技术效率:基于数据包络分析的应用。
Hosp Top. 2021 Apr-Jun;99(2):49-63. doi: 10.1080/00185868.2020.1830008. Epub 2020 Oct 13.