ArticleInternational journal for equity in health2021
An equity and efficiency integrated grid-to-level 2SFCA approach: spatial accessibility of multilevel healthcare.
Article in International journal for equity in health, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.
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Who cites it
10 citing papers in PubMed.
- Informing equitable urban health policy: a multi-source geospatial assessment of spatial mismatch in medical facility distribution across Chinese cities.Frontiers in public health · 2026Article
- Spatial-temporal characteristics and driving factors of the coupling coordination between primary health care and socioeconomic development: a case study of Beijing, China.BMC public health · 2025Article
- Socio-spatial inequalities in accessibility of Indigenous community-controlled mental health services in South East Queensland, Australia.International journal of health geographics · 2025Article
- Strategies for enhancing PHC accessibility through mobile and capsule clinics: a spatial location allocation study in China.BMC health services research · 2025Article
- Urban and rural disparities in general hospital accessibility within a Chinese metropolis.Scientific reports · 2024Article
- Spatial accessibility and equity of community healthcare: unraveling the impact of varying time and transport mode.Frontiers in public health · 2024Article
- A multi-scale approach mapping spatial equality of urban public facilities for urban design.Heliyon · 2023Article
- Spatial Accessibility Evaluation and Location Optimization of Primary Healthcare in China: A Case Study of Shenzhen.GeoHealth · 2023Article
- Spatial accessibility modeling to healthcare facilities in the case of health shocks of Midnapore municipality, India.GeoJournal · 2023Article
- Equity in Health-Seeking Behavior of Groups Using Different Transportations.International journal of environmental research and public health · 2022Article
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Abstract
backgroundEquity of healthcare spatial access is essential for the health outcomes of medical investments and the welfare of populations, and efficiency of medical resource allocation is important for obtaining a supply-demand equilibrium with lower cost and higher outputs with limited inputs. However, the literature that involves both equity and efficiency in its analysis of healthcare spatial allocation is rare, and the spatial accessibility of multilevel healthcare is difficult to measure by traditional methods in a large region with diversified population distribution.
methodsTo assist in solving these issues, this paper aims to build an equity and efficiency integrated analytical framework by proposing a new "GTL-2SFCA" approach to analyze the spatial accessibility of multilevel healthcare; maximum and minimum floating catchments of different levels of healthcare were assigned to ensure a combination of universal search coverage and efficient hospitalization behavior simulation.
resultsThe analytical framework was applied and tested in Hubei, China. Almost half of the residents (47.95%) and townships (44.98%) have access to both public general hospitals (PGHs) and primary healthcare centers (PHCs) services, 36.89% of the residents enjoy only one sufficient service, either PGHs or PHCs, and the remaining residents (15.16%) are faced with the risk of lacking access to both services. The results reveal that there are core-periphery effects of multilevel healthcare throughout Hubei and isolate clusters that have adequate access in the western region. The polarization effect of higher-level healthcare and the polycentric pattern of lower-level healthcare coexist. The multilevel healthcare shortage was identified in some areas in boundary and peripheral regions.
conclusionsThis study integrates equity and efficiency into the GTL-2SFCA framework, enriches the FCA series methodologies and provides a more operational solution for evaluating the access of residents in more sophisticated spatial units to each level of healthcare. By more significantly differing and quantifying the catchment area and distance decay effect, this methodology avoids overestimating or underestimating accessibility and discovers some imperceptible spatial inequities. This study has application value for researchers and decision-makers in other scenarios and regions with significant heterogeneity in medical resources and where the population has greater mobility.
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