Article(id=1324044839305740781, tenantId=1146029695717560320, journalId=1227665162245664772, issueId=1324044701648695723, articleNumber=null, orderNo=null, doi=10.20043/j.cnki.MPM.202512372, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1766332800000, receivedDateStr=2025-12-22, revisedDate=null, revisedDateStr=null, acceptedDate=null, acceptedDateStr=null, onlineDate=1793606489253, onlineDateStr=2026-11-02, pubDate=1779638400000, pubDateStr=2026-05-25, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1793606489253, onlineIssueDateStr=2026-11-02, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1793606489253, creator=13701087609, updateTime=1793606489253, updator=13701087609, issue=Issue{id=1324044701648695723, tenantId=1146029695717560320, journalId=1227665162245664772, year='2026', volume='53', issue='10', pageStart='1729', pageEnd='1920', issueExtLink='null', onlineDate='null', pubDate='1779638400000', pubDateStr='2026-05-25', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=1, issueType=-1, specialIssue=null, createTime=1793606456434, creator='13701087609', updateTime=1793670074552, updator='13701087609', preIssue=null, nextIssue=null, articleTotal=null, ext={EN=IssueExt(id=1324311535425815306, tenantId=1146029695717560320, journalId=1227665162245664772, issueId=1324044701648695723, language=EN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=), CN=IssueExt(id=1324311535425815307, tenantId=1146029695717560320, journalId=1227665162245664772, issueId=1324044701648695723, language=CN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=)}, issueFiles=null, downloadFileDto=null}, startPage=1855, endPage=1860, ext={EN=ArticleExt(id=1324044840127824366, articleId=1324044839305740781, tenantId=1146029695717560320, journalId=1227665162245664772, language=EN, title=Construction of a debt risk early-warning model for public hospitals based on factor analysis: evidence from Sichuan, columnId=1228016567846367388, journalTitle=Modern Preventive Medicine, columnName=Health Policy and Management, runingTitle=null, highlight=null, articleAbstract=
Objective In response to the continuously expanding debt scale and increasingly prominent debt risks of public hospitals in China, this study aims to construct a debt risk evaluation model suitable for public hospitals. This study empirically evaluates debt risk patterns across public hospitals by administrative level, type, and grade, aiming to support targeted risk mitigation policies.
Methods Using the relevant data from the 2023 financial annual reports of 408 public hospitals under the Health Commission of Sichuan Province as the sample, this study selected 11 indicators highly correlated with debt risk and established a risk early-warning model through factor analysis.
Results Factor analysis identified four common factors, with a cumulative variance contribution rate of 87.026%, which collectively constitute the core determinants of debt risk. Debt risk distribution exhibited significant variations across hospitals grouped by different dimensions. At the administrative level, prefecture-level hospitals had the highest proportion of high-risk cases, standing at 28.38%. By hospital type, traditional Chinese medicine hospitals recorded the highest share of high-risk instances, reaching 31.16%. By hospital grade, secondary hospitals accounted for the largest proportion of high-risk cases, at 27.38%.
Conclusion The debt risk model constructed using factor analysis demonstrates good applicability and effectiveness, enabling a scientific assessment of public hospitals’ debt risk levels. Based on the evaluation findings, we recommend a coordinated approach across multiple areas: strengthening planning constraints and government investment, deepening health insurance price reforms and enhancing internal management, establishing a monitoring and early-warning system. This comprehensive strategy aims to resolve existing debt in a tiered and categorized manner and prevent systemic risks.
, authors=Hong-mei LIU, Ling ZHANG, Sha LI, Xuan-ping ZHOU, Han-jian ZHANG, authorsList=Hong-mei LIU, Ling ZHANG, Sha LI, Xuan-ping ZHOU, Han-jian ZHANG, authorCompany=null, correspAuthors=Ling ZHANG, authorNote=null, correspAuthorsNote=null, copyrightStatement=null, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=null, magXml=null, pdfUrl=null, pdf=null, pdfFileSize=null, pdfExtLink=null, richHtmlUrl=null, mobilePdfUrl=null, reviewReport=null, pdfFirstPage=null, abstractGraph=null, abstractGraphContent=null, abstractVideo=null, citation=null, cebUrl=null, magXmlContent=null, mapNumber=null, fund=null), CN=ArticleExt(id=1324044843051254259, articleId=1324044839305740781, tenantId=1146029695717560320, journalId=1227665162245664772, language=CN, title=基于因子分析的公立医院债务风险预警模型构建——以四川省为例, columnId=1228016568014139551, journalTitle=现代预防医学, columnName=卫生政策与管理, runingTitle=null, highlight=null, articleAbstract=
目的 针对我国公立医院负债规模持续扩大、债务风险日益凸显的问题,本研究旨在构建一个适用于公立医院的债务风险预警模型,对不同层级、类型和等级公立医院的债务风险分布状况进行实证评估,为精准防控债务风险提供决策依据。
方法 以四川省卫生健康委辖下的408家公立医院2023年财务年报相关数据为样本,选择11个与债务风险高度相关指标,通过因子分析法,建立债务风险预警模型。
结果 因子分析萃取出4个公共因子,累计方差贡献率87.026%,共同构成影响债务风险的核心要素。债务风险分布显示,在不同维度的医院分类中,债务风险分布呈现显著差异:从层级看,地市级医院高风险占比最高为28.38%;从类型看,中医医院高风险占比最高达31.16%;从等级看,二级医院高风险占比最高为27.38%。
结论 基于因子分析法构建的债务风险预警模型具有良好的适用性,能系统识别公立医院债务风险的结构化特征。评估发现,四川省公立医院的债务风险在不同类型医院间分布不均衡,尤其集中于地市级医院、中医医院及二级医院。因此,建议从强化规划约束与政府投入、深化医保价格改革与运营管理、构建监测预警体系等方面协同施策,分级分类化解存量债务,防范系统性风险。
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本刊刊出的所有文章不代表中华预防医学会和本刊编委会的观点,除非特别声明。, copyrightOwner=中华预防医学会和四川大学华西公共卫生学院, extLink=null, articleAbsUrl=null, sourceXml=gcG0WXzv0T0Ya6nhkGU+Fw==, magXml=U7ydY0qEXOAieRBc9Y19/w==, pdfUrl=null, pdf=QrXEqQyq3Ki2RhHZhCUZ0g==, pdfFileSize=741046, pdfExtLink=null, richHtmlUrl=null, mobilePdfUrl=null, reviewReport=null, pdfFirstPage=null, abstractGraph=null, abstractGraphContent=null, abstractVideo=null, citation=null, cebUrl=null, magXmlContent=3jWg2fjVA95cdddwOyB9Dw==, mapNumber=null, fund=null)}, authors=[Author(id=1324044962098197385, tenantId=1146029695717560320, journalId=1227665162245664772, articleId=1324044839305740781, orderNo=0, firstName=null, middleName=null, lastName=null, nameCn=null, orcid=null, stid=null, country=null, authorPic=null, dead=0, email=null, emailSecond=null, emailThird=null, correspondingAuthor=0, authorType=1, ext={EN=AuthorExt(id=1324044962182083467, tenantId=1146029695717560320, journalId=1227665162245664772, articleId=1324044839305740781, authorId=1324044962098197385, language=EN, stringName=Hong-mei LIU, firstName=Hong-mei, middleName=null, lastName=LIU, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=null, address=West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan 610041, China, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null), CN=AuthorExt(id=1324044963935302540, tenantId=1146029695717560320, journalId=1227665162245664772, articleId=1324044839305740781, authorId=1324044962098197385, language=CN, stringName=刘洪梅, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=null, address=四川大学华西公共卫生学院/华西第四医院,四川 成都 610041, bio={"content":"
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Debt risk indicators of public hospitals
, figureFileSmall=null, figureFileBig=null, tableContent=
| 指标类型 | 指标编码 | 指标名称 | 计算公式 |
|---|
| 偿债能力指标 | X1 | 资产负债率 | 负债总额/资产总额 |
| X2 | 流动比率 | 流动资产/流动负债 |
| X3 | 速动比率 | (流动资产-存货-预付账款-待摊费用-一年内到期的非流动资产)/流动负债 |
| X4 | 现金比率 | (货币资金+短期投资)/流动负债 |
| 支付能力指标 | X5 | 支付保障比 | 负债总额/总收入 |
| X6 | 债务依存率 | 负债总额/总费用 |
| X7 | 营业收现率 | 日常活动的现金流入小计/总收入 |
| 运营效率指标 | X8 | 应收账款周转率 | 总收入/(本年应收账款原值+上年应收账款原值)/2 |
| X9 | 应付账款周转率 | 总费用/(本年应付账款原值+上年应付账款原值)/2 |
| X10 | 床位使用率 | 实际占用总床日数/实际开放总床日数 |
| X11 | 医疗盈余率 | 医疗盈余/总收入 |
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公立医院债务风险指标
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| 指标类型 | 指标编码 | 指标名称 | 计算公式 |
|---|
| 偿债能力指标 | X1 | 资产负债率 | 负债总额/资产总额 |
| X2 | 流动比率 | 流动资产/流动负债 |
| X3 | 速动比率 | (流动资产-存货-预付账款-待摊费用-一年内到期的非流动资产)/流动负债 |
| X4 | 现金比率 | (货币资金+短期投资)/流动负债 |
| 支付能力指标 | X5 | 支付保障比 | 负债总额/总收入 |
| X6 | 债务依存率 | 负债总额/总费用 |
| X7 | 营业收现率 | 日常活动的现金流入小计/总收入 |
| 运营效率指标 | X8 | 应收账款周转率 | 总收入/(本年应收账款原值+上年应收账款原值)/2 |
| X9 | 应付账款周转率 | 总费用/(本年应付账款原值+上年应付账款原值)/2 |
| X10 | 床位使用率 | 实际占用总床日数/实际开放总床日数 |
| X11 | 医疗盈余率 | 医疗盈余/总收入 |
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Total variance of common factors
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| 公共因子 | 初始特征值 | 提取载荷平方和 | 旋转载荷平方和 |
|---|
| 总计 | 方差百分比 (%) | 累积 (%) | 总计 | 方差百分比 (%) | 累积 (%) | 总计 | 方差百分比 (%) | 累积 (%) |
|---|
| Y1 | 6.095 | 55.408 | 55.408 | 6.095 | 55.408 | 55.408 | 6.085 | 55.322 | 55.322 |
| Y2 | 1.433 | 13.028 | 68.436 | 1.433 | 13.028 | 68.436 | 1.385 | 12.593 | 67.915 |
| Y3 | 1.045 | 9.496 | 77.932 | 1.045 | 9.496 | 77.932 | 1.089 | 9.902 | 77.817 |
| Y4 | 1.000 | 9.094 | 87.026 | 1.000 | 9.094 | 87.026 | 1.013 | 9.209 | 87.026 |
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公共因子的总方差
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| 公共因子 | 初始特征值 | 提取载荷平方和 | 旋转载荷平方和 |
|---|
| 总计 | 方差百分比 (%) | 累积 (%) | 总计 | 方差百分比 (%) | 累积 (%) | 总计 | 方差百分比 (%) | 累积 (%) |
|---|
| Y1 | 6.095 | 55.408 | 55.408 | 6.095 | 55.408 | 55.408 | 6.085 | 55.322 | 55.322 |
| Y2 | 1.433 | 13.028 | 68.436 | 1.433 | 13.028 | 68.436 | 1.385 | 12.593 | 67.915 |
| Y3 | 1.045 | 9.496 | 77.932 | 1.045 | 9.496 | 77.932 | 1.089 | 9.902 | 77.817 |
| Y4 | 1.000 | 9.094 | 87.026 | 1.000 | 9.094 | 87.026 | 1.013 | 9.209 | 87.026 |
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Distribution of debt risk across different tiers of public hospitals
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| 医院层级 | 低 | 较低 | 较高 | 高 |
|---|
| 数量 | 占比 (%) | 数量 | 占比 (%) | 数量 | 占比 (%) | 数量 | 占比 (%) |
|---|
| 地市级医院 | 17 | 22.97 | 14 | 18.92 | 22 | 29.73 | 21 | 28.38 |
| 区级医院 | 36 | 33.03 | 32 | 29.36 | 17 | 15.60 | 24 | 22.02 |
| 省级医院 | 6 | 33.33 | 5 | 27.78 | 4 | 22.22 | 3 | 16.67 |
| 县级医院 | 50 | 24.15 | 47 | 22.71 | 60 | 28.99 | 50 | 24.15 |
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不同层级公立医院债务风险分布情况
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| 医院层级 | 低 | 较低 | 较高 | 高 |
|---|
| 数量 | 占比 (%) | 数量 | 占比 (%) | 数量 | 占比 (%) | 数量 | 占比 (%) |
|---|
| 地市级医院 | 17 | 22.97 | 14 | 18.92 | 22 | 29.73 | 21 | 28.38 |
| 区级医院 | 36 | 33.03 | 32 | 29.36 | 17 | 15.60 | 24 | 22.02 |
| 省级医院 | 6 | 33.33 | 5 | 27.78 | 4 | 22.22 | 3 | 16.67 |
| 县级医院 | 50 | 24.15 | 47 | 22.71 | 60 | 28.99 | 50 | 24.15 |
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Distribution of debt risk across different types of public hospitals
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| 医院类型 | 低 | 较低 | 较高 | 高 |
|---|
| 数量 | 占比 (%) | 数量 | 占比 (%) | 数量 | 占比 (%) | 数量 | 占比 (%) |
|---|
| 中医医院 | 29 | 21.01 | 33 | 23.91 | 33 | 23.91 | 43 | 31.16 |
| 专科医院 | 42 | 63.64 | 10 | 15.15 | 6 | 9.09 | 8 | 12.12 |
| 综合医院 | 38 | 18.63 | 55 | 26.96 | 64 | 31.37 | 47 | 23.04 |
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不同类型公立医院债务风险分布情况
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| 医院类型 | 低 | 较低 | 较高 | 高 |
|---|
| 数量 | 占比 (%) | 数量 | 占比 (%) | 数量 | 占比 (%) | 数量 | 占比 (%) |
|---|
| 中医医院 | 29 | 21.01 | 33 | 23.91 | 33 | 23.91 | 43 | 31.16 |
| 专科医院 | 42 | 63.64 | 10 | 15.15 | 6 | 9.09 | 8 | 12.12 |
| 综合医院 | 38 | 18.63 | 55 | 26.96 | 64 | 31.37 | 47 | 23.04 |
), ArticleFig(id=1324044969094296498, tenantId=1146029695717560320, journalId=1227665162245664772, articleId=1324044839305740781, language=EN, label=Table 5, caption=
Distribution of debt risk across different levels of public hospitals
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| 医院级别 | 低 | 较低 | 较高 | 高 |
|---|
| 数量 | 占比 (%) | 数量 | 占比 (%) | 数量 | 占比 (%) | 数量 | 占比 (%) |
|---|
| 三级 | 45 | 20.64 | 56 | 25.69 | 69 | 31.65 | 48 | 22.02 |
| 二级 | 49 | 29.17 | 41 | 24.40 | 32 | 19.05 | 46 | 27.38 |
| 一级及未定级 | 15 | 68.18 | 1 | 4.54 | 2 | 9.09 | 4 | 18.18 |
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不同级别公立医院债务风险分布情况
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| 医院级别 | 低 | 较低 | 较高 | 高 |
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| 数量 | 占比 (%) | 数量 | 占比 (%) | 数量 | 占比 (%) | 数量 | 占比 (%) |
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| 三级 | 45 | 20.64 | 56 | 25.69 | 69 | 31.65 | 48 | 22.02 |
| 二级 | 49 | 29.17 | 41 | 24.40 | 32 | 19.05 | 46 | 27.38 |
| 一级及未定级 | 15 | 68.18 | 1 | 4.54 | 2 | 9.09 | 4 | 18.18 |
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