{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,31]],"date-time":"2026-07-31T04:59:24Z","timestamp":1785473964007,"version":"3.56.0"},"reference-count":28,"publisher":"Frontiers Media SA","license":[{"start":{"date-parts":[[2026,7,31]],"date-time":"2026-07-31T00:00:00Z","timestamp":1785456000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Public Health"],"abstract":"<jats:sec>\n                    <jats:title>Background<\/jats:title>\n                    <jats:p>The global budget payment is a key policy tool for incentivizing integrated healthcare delivery systems to pursue financial sustainability. However, there is little empirical evidence showing its effects. This study evaluates the impact of the health insurance global budget payment reform implemented under China\u2019s county-level integrated healthcare consortium model on the efficiency of health insurance fund expenditure. The study also examines the heterogeneous effects across different service types.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>The study used panel data from L County, and constructed a quasi-natural experiment framework. The dependent variables: total pooled fund expenditure, general outpatient fund expenditure, outpatient fund expenditure for chronic\/special diseases, and inpatient fund expenditure. The independent variable was a policy dummy variable representing the implementation of the consortium-based global budget payment reform. A two-way fixed effects model controlled for unobserved county-level heterogeneity and time trends. Potential endogeneity and model robustness were assessed using a random effects model with the Hausman-Taylor estimator and a series of robustness checks.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>\n                      Baseline regressions indicate that policy implementation is significantly negatively correlated with total medical insurance expenditures (H1) and inpatient expenditures (H4) (\n                      <jats:italic>p<\/jats:italic>\n                      \u202f&amp;lt;\u202f0.01). No significant effect is seen for outpatient (H2) or chronic and special disease expenditures (H3). The fixed-effects model further confirms the negative effects on H1 and H4 (\n                      <jats:italic>p<\/jats:italic>\n                      \u202f&amp;lt;\u202f0.01) and shows a significant positive association with outpatient expenditures (\n                      <jats:italic>p<\/jats:italic>\n                      \u202f&amp;lt;\u202f0.05). This indicates potential cost-shifting effects. Both the Breusch\u2013Pagan test (\n                      <jats:italic>p<\/jats:italic>\n                      \u202f&amp;lt;\u202f0.05) and the Hausman test support the adoption of the fixed-effects model. The results remain robust in the two-way fixed-effects specification. Model explanatory power varies: total and inpatient expenditure models show relatively high explanatory capacity (\n                      <jats:italic>R<\/jats:italic>\n                      <jats:sup>2<\/jats:sup>\n                      \u202f=\u202f0.273\u20130.538), while the chronic and special disease model shows a weak fit (\n                      <jats:italic>R<\/jats:italic>\n                      <jats:sup>2<\/jats:sup>\n                      \u202f=\u202f0.031).\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusion<\/jats:title>\n                    <jats:p>Within China\u2019s county-level integrated healthcare consortium framework, the health insurance global budget payment reform effectively curbs the overutilization and growth in costs of inpatient services, but may induce a shift in services towards outpatient care. This cost-shifting effect indicates that isolated inpatient global budgeting, without a coordinated payment mechanism design for outpatient services, may not optimize the overall expenditure efficiency of health insurance funds.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.3389\/fpubh.2026.1837561","type":"journal-article","created":{"date-parts":[[2026,7,31]],"date-time":"2026-07-31T04:25:15Z","timestamp":1785471915000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["The impact of the global budget payment on healthcare fund expenditure in integrated delivery systems: evidence from China\u2019s county-level medical alliance reform"],"prefix":"10.3389","volume":"14","author":[{"given":"Kan","family":"Wu","sequence":"first","affiliation":[{"name":"Department of Epidemiology and Health Statistics, West China School of Public Health and West China Fourth Hospital, Sichuan University","place":["Chengdu, Sichuan, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"XiuLi","family":"Wang","sequence":"additional","affiliation":[{"name":"Department of Epidemiology and Health Statistics, West China School of Public Health and West China Fourth Hospital, Sichuan University","place":["Chengdu, Sichuan, China"]},{"name":"Institute for Healthy Cities and West China Research Center for Rural Health Development, Sichuan University","place":["Chengdu, Sichuan, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1965","published-online":{"date-parts":[[2026,7,31]]},"reference":[{"key":"ref1","doi-asserted-by":"publisher","first-page":"1877 3-7","DOI":"10.1186\/s40064-016-3565-7","article-title":"Global budget payment system helps to reduce outpatient medical expenditure of hypertension in China","volume":"5","author":"Huang","year":"2016","journal-title":"Springerplus"},{"key":"ref2","doi-asserted-by":"publisher","first-page":"935","DOI":"10.1186\/s12913-026-14694-w","article-title":"The effects of insurance coverage under Shanghai hospital global budget management","volume":"26","author":"Dai","year":"2026","journal-title":"BMC Health Serv Res"},{"key":"ref3","doi-asserted-by":"publisher","first-page":"217","DOI":"10.1007\/s10198-018-0989-8","article-title":"Design and effects of outcome-based payment models in healthcare: a systematic review","volume":"20","author":"Vlaanderen","year":"2019","journal-title":"Eur J Health Econ"},{"key":"ref4","doi-asserted-by":"publisher","first-page":"1305","DOI":"10.1007\/s10479-025-06785-4","article-title":"Optimisation of annual payments to public hospitals accounting for quality, access, and efficiency","volume":"353","author":"Pinto","year":"2025","journal-title":"Ann Oper Res"},{"key":"ref5","doi-asserted-by":"publisher","first-page":"7","DOI":"10.3389\/fpsyg.2022.911197","article-title":"Understanding the public policy of global budget payment reform improves the quality of public healthcare from the perspective of patients in China","volume":"13","author":"Li","year":"2022","journal-title":"Front Psychol"},{"key":"ref6","doi-asserted-by":"publisher","first-page":"903","DOI":"10.1080\/13696998.2017.1336448","article-title":"The effects of global budget on cost control and readmission in rural China: a difference-in-difference analysis","volume":"20","author":"He","year":"2017","journal-title":"J Med Econ"},{"key":"ref7","doi-asserted-by":"publisher","first-page":"1663","DOI":"10.1002\/hec.4979","article-title":"The spillover effects of a City-wide global budget and case-based payment reform on inbound non-resident patients","volume":"34","author":"Jiang","year":"2025","journal-title":"Health Econ"},{"key":"ref8","doi-asserted-by":"publisher","first-page":"301","DOI":"10.1586\/14737167.8.3.301","article-title":"Hospital non-price competition under the global budget payment and prospective payment systems","volume":"8","author":"Chen","year":"2008","journal-title":"Expert Rev Pharmacoecon Outcomes Res"},{"key":"ref9","doi-asserted-by":"crossref","first-page":"610","DOI":"10.1097\/ACO.0000000000000239","article-title":"Preparing for budget-based payment methodologies: global payment and episode-based payment-all databases","volume":"28","author":"Hudson","year":"2015","journal-title":"Curr Opin Anesthesiol"},{"key":"ref10","doi-asserted-by":"publisher","first-page":"1875","DOI":"10.2147\/RMHP.S471212","article-title":"The effects of the multi-hospital global budget payment on medical expenditure and service volume: the evidence from Dangyang County, China","volume":"17","author":"Lin","year":"2024","journal-title":"Risk Manag Healthc Policy"},{"key":"ref11","doi-asserted-by":"publisher","first-page":"843","DOI":"10.1093\/heapol\/czaf046","article-title":"Bridging care hierarchies through regional global budget payment: evidence from county medical communities in Zhejiang Province, China","volume":"40","author":"Liu","year":"2025","journal-title":"Health Policy Plan"},{"key":"ref12","doi-asserted-by":"publisher","first-page":"1","DOI":"10.34172\/ijhpm.2022.5117","article-title":"Managing urban stroke health expenditures in China: role of payment method and hospital level","author":"Yang","year":"2022","journal-title":"Int J Health Policy Manag"},{"key":"ref13","doi-asserted-by":"publisher","first-page":"1069131","DOI":"10.3389\/fpubh.2023.1069131","article-title":"The impacts of diagnosis-intervention packet payment on the providers\u2019 behavior of inpatient care\u2014evidence from a national pilot city in China","volume":"11","author":"Ding","year":"2023","journal-title":"Front Public Health"},{"key":"ref14","author":"Done","year":""},{"key":"ref15","doi-asserted-by":"publisher","first-page":"2418","DOI":"10.1186\/s12889-025-23018-2","article-title":"Does global budget promote the construction of integrated healthcare delivery system? Evidence from Sanming, China","volume":"25","author":"Zhang","year":"2025","journal-title":"BMC Public Health"},{"key":"ref16","doi-asserted-by":"publisher","first-page":"e0308331","DOI":"10.1371\/journal.pone.0308331","article-title":"Patient experience with hospital care following the Maryland global budget revenue model: a difference-in-difference analysis","volume":"19","author":"Shammas","year":"2024","journal-title":"PLoS One"},{"key":"ref17","doi-asserted-by":"publisher","first-page":"CD011153","DOI":"10.1002\/14651858.CD011153.pub2","article-title":"Payment methods for outpatient care facilities","volume":"2017","author":"Yuan","year":"2017","journal-title":"Cochrane Database Syst Rev"},{"key":"ref18","doi-asserted-by":"publisher","first-page":"15","DOI":"10.1016\/j.arth.2018.09.007","article-title":"Global budget revenue on a single institution\u2019s costs, outcomes, and patient quality metrics in patients undergoing total knee arthroplasty","volume":"34","author":"Delanois","year":"2019","journal-title":"J Arthroplast"},{"key":"ref19","doi-asserted-by":"publisher","first-page":"1431991","DOI":"10.3389\/fpubh.2024.1431991","article-title":"How significant is cost-shifting behavior under the diagnosis intervention packet payment reform? Evidence from the coronary heart disease market","volume":"12","author":"Tan","year":"2024","journal-title":"Front Public Health"},{"key":"ref20","doi-asserted-by":"publisher","first-page":"2795","DOI":"10.1007\/s00181-023-02534-3","article-title":"Medical providers\u2019 supply curve in a universal healthcare system with global budgeting","volume":"66","author":"Tang","year":"2024","journal-title":"Empir Econ"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.3390\/ijerph182010983","article-title":"The impact of global budgeting on the efficiency of healthcare under a single-payer system in Taiwan","volume":"18","author":"Yang","year":"2021","journal-title":"Int J Environ Res Public Health"},{"key":"ref22","doi-asserted-by":"publisher","first-page":"1196","DOI":"10.5811\/westjem.2021.5.51889","article-title":"Balancing efficiency and access: discouraging emergency department boarding in a global budget system","volume":"22","author":"Stryckman","year":"2021","journal-title":"West J Emerg Med"},{"key":"ref23","doi-asserted-by":"publisher","first-page":"201","DOI":"10.1016\/j.arth.2018.10.002","article-title":"An analysis of centers for medicare & medicaid service payment in Maryland: can a global budget revenue model save money in lower extremity arthroplasty?","volume":"34","author":"Delanois","year":"2019","journal-title":"J Arthroplasty"},{"key":"ref24","doi-asserted-by":"publisher","first-page":"388","DOI":"10.1016\/j.jval.2020.10.024","article-title":"The dollar or disease burden: caps on healthcare spending may save money, but at what \u201ccost\u201d to patients?","volume":"24","author":"Ciarametaro","year":"2021","journal-title":"Value Health"},{"key":"ref25","first-page":"1379","author":"Vyaznikov","year":"2018"},{"key":"ref26","doi-asserted-by":"publisher","first-page":"375","DOI":"10.1007\/s10754-024-09369-0","article-title":"Analyzing the 20-year declining trend of hospital length-of-stay in european countries with different healthcare systems and reimbursement models","volume":"24","author":"Golinelli","year":"2024","journal-title":"Int J Health Econ Manag"},{"key":"ref27","doi-asserted-by":"publisher","first-page":"3891","DOI":"10.1186\/s12889-025-25236-0","article-title":"Can DRG payment under global budget with price adjustment curb the soaring healthcare costs? Insights from China\u2019s reform and its underlying mechanism","volume":"25","author":"Dong","year":"2025","journal-title":"BMC Public Health"},{"key":"ref28","doi-asserted-by":"publisher","first-page":"105","DOI":"10.1007\/s10198-019-01114-6","article-title":"Global budget versus cost ceiling: a natural experiment in hospital payment reform in the Netherlands","volume":"21","author":"Gaspar","year":"2020","journal-title":"Eur J Health Econ"}],"container-title":["Frontiers in Public Health"],"original-title":[],"link":[{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/fpubh.2026.1837561\/full","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,31]],"date-time":"2026-07-31T04:25:16Z","timestamp":1785471916000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/fpubh.2026.1837561\/full"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,7,31]]},"references-count":28,"alternative-id":["10.3389\/fpubh.2026.1837561"],"URL":"https:\/\/doi.org\/10.3389\/fpubh.2026.1837561","relation":{},"ISSN":["2296-2565"],"issn-type":[{"value":"2296-2565","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,7,31]]},"article-number":"1837561"}}