{"title":"Equity and spatial effects of hospital accessibility in Sichuan Province: evidence from GA2SFCA-based data.","authors":"Qianwen Song, Chengzhi Ge, Jing Deng","doi":"10.3389/fpubh.2026.1950200","DOIUrl":null,"url":null,"abstract":"<p><strong>Introduction: </strong>Healthcare accessibility lies at the core of health equity; however, provincial-scale evidence on its spatial inequality and cross-county interactions remains limited, particularly in western China.</p><p><strong>Methods: </strong>We used a 2020 national 1 km grid accessibility dataset and aggregated scores to 183 county-level units. Equity was assessed using the coefficient of variation and Palma ratio across prefecture, county, and grid scales. Subsequently, we analyzed the spatial effects of accessibility using Moran's index and a Spatial Durbin Model (SDM).</p><p><strong>Results: </strong>Accessibility exhibited a significant east-high, west-low gradient distribution. Inequality intensified with finer spatial units: the coefficient of variation increased from 42.16% at the prefecture level to 77.23% at the county level, and reached 148.28% at the grid level. Significant positive spatial autocorrelation confirmed clustering patterns, and the SDM spatial lag parameter was significantly positive. Direct effects showed that GDP and road density enhanced county-level accessibility, while fiscal expenditure and altitude exerted negative effects; population size had no significant direct effect. Indirect effects presented a different picture: population size had a negative spillover on neighboring areas, whereas fiscal expenditure generated positive cross-county spillovers.</p><p><strong>Conclusion: </strong>These findings indicate that healthcare planning in western China cannot rely solely on administrative boundaries. To reduce accessibility disparities, policies should prioritize differentiated resource allocation, coordinate transport and medical infrastructure planning, and refine fiscal transfer mechanisms to leverage positive spatial spillovers.</p>","PeriodicalId":12548,"journal":{"name":"Frontiers in Public Health","volume":"14 ","pages":"1950200"},"PeriodicalIF":4.1000,"publicationDate":"2026-10-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13696474/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Frontiers in Public Health","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.3389/fpubh.2026.1950200","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/1/1 0:00:00","PubModel":"eCollection","JCR":"Q2","JCRName":"PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH","Score":null,"Total":0}
引用次数: 0
Abstract
Introduction: Healthcare accessibility lies at the core of health equity; however, provincial-scale evidence on its spatial inequality and cross-county interactions remains limited, particularly in western China.
Methods: We used a 2020 national 1 km grid accessibility dataset and aggregated scores to 183 county-level units. Equity was assessed using the coefficient of variation and Palma ratio across prefecture, county, and grid scales. Subsequently, we analyzed the spatial effects of accessibility using Moran's index and a Spatial Durbin Model (SDM).
Results: Accessibility exhibited a significant east-high, west-low gradient distribution. Inequality intensified with finer spatial units: the coefficient of variation increased from 42.16% at the prefecture level to 77.23% at the county level, and reached 148.28% at the grid level. Significant positive spatial autocorrelation confirmed clustering patterns, and the SDM spatial lag parameter was significantly positive. Direct effects showed that GDP and road density enhanced county-level accessibility, while fiscal expenditure and altitude exerted negative effects; population size had no significant direct effect. Indirect effects presented a different picture: population size had a negative spillover on neighboring areas, whereas fiscal expenditure generated positive cross-county spillovers.
Conclusion: These findings indicate that healthcare planning in western China cannot rely solely on administrative boundaries. To reduce accessibility disparities, policies should prioritize differentiated resource allocation, coordinate transport and medical infrastructure planning, and refine fiscal transfer mechanisms to leverage positive spatial spillovers.
期刊介绍:
Frontiers in Public Health is a multidisciplinary open-access journal which publishes rigorously peer-reviewed research and is at the forefront of disseminating and communicating scientific knowledge and impactful discoveries to researchers, academics, clinicians, policy makers and the public worldwide. The journal aims at overcoming current fragmentation in research and publication, promoting consistency in pursuing relevant scientific themes, and supporting finding dissemination and translation into practice.
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