Towards Health Equality: Optimizing Hierarchical Healthcare Facilities towards Maximal Accessibility Equality in Shenzhen, China

Equal accessibility to healthcare services is essential to the achievement of health equality. Recent studies have made important progresses in leveraging GIS-based location–allocation models to optimize the equality of healthcare accessibility, but have overlooked the hierarchical nature of facilit...

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Autores principales: Zhuolin Tao, Qi Wang, Wenchao Han
Formato: article
Lenguaje:EN
Publicado: MDPI AG 2021
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Acceso en línea:https://doaj.org/article/ba7924a6fc56481082736f156c37d62c
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spelling oai:doaj.org-article:ba7924a6fc56481082736f156c37d62c2021-11-11T15:19:00ZTowards Health Equality: Optimizing Hierarchical Healthcare Facilities towards Maximal Accessibility Equality in Shenzhen, China10.3390/app1121102822076-3417https://doaj.org/article/ba7924a6fc56481082736f156c37d62c2021-11-01T00:00:00Zhttps://www.mdpi.com/2076-3417/11/21/10282https://doaj.org/toc/2076-3417Equal accessibility to healthcare services is essential to the achievement of health equality. Recent studies have made important progresses in leveraging GIS-based location–allocation models to optimize the equality of healthcare accessibility, but have overlooked the hierarchical nature of facilities. This study developed a hierarchical maximal accessibility equality model for optimizing hierarchical healthcare facilities. The model aims to maximize the equality of healthcare facilities, which is quantified as the variance of the accessibility to facilities at each level. It also accounts for different catchment area sizes of, and distance friction effects for hierarchical facilities. To make the optimization more realistic, it can also simultaneously consider both existing and new facilities that can be located anywhere. The model was operationalized in a case study of Shenzhen, China. Empirical results indicate that the optimal healthcare facility allocation based on the model provided more equal accessibility than the status quo. Compared to the current distribution, the accessibility equality of tertiary and secondary healthcare facilities in optimal solutions can be improved by 40% and 38%, respectively. Both newly added facilities and adjustments of existing facilities are needed to achieve equal healthcare accessibility. Furthermore, the optimization results are quite different for facilities at different levels, which highlights the feasibility and value of the proposed hierarchical maximal accessibility equality model. This study provides transferable methods for the equality-oriented optimization and planning of hierarchical facilities.Zhuolin TaoQi WangWenchao HanMDPI AGarticlehealth equalityspatial optimizationhierarchical healthcare facilitiesmaximal accessibility equality2SFCATechnologyTEngineering (General). Civil engineering (General)TA1-2040Biology (General)QH301-705.5PhysicsQC1-999ChemistryQD1-999ENApplied Sciences, Vol 11, Iss 10282, p 10282 (2021)
institution DOAJ
collection DOAJ
language EN
topic health equality
spatial optimization
hierarchical healthcare facilities
maximal accessibility equality
2SFCA
Technology
T
Engineering (General). Civil engineering (General)
TA1-2040
Biology (General)
QH301-705.5
Physics
QC1-999
Chemistry
QD1-999
spellingShingle health equality
spatial optimization
hierarchical healthcare facilities
maximal accessibility equality
2SFCA
Technology
T
Engineering (General). Civil engineering (General)
TA1-2040
Biology (General)
QH301-705.5
Physics
QC1-999
Chemistry
QD1-999
Zhuolin Tao
Qi Wang
Wenchao Han
Towards Health Equality: Optimizing Hierarchical Healthcare Facilities towards Maximal Accessibility Equality in Shenzhen, China
description Equal accessibility to healthcare services is essential to the achievement of health equality. Recent studies have made important progresses in leveraging GIS-based location–allocation models to optimize the equality of healthcare accessibility, but have overlooked the hierarchical nature of facilities. This study developed a hierarchical maximal accessibility equality model for optimizing hierarchical healthcare facilities. The model aims to maximize the equality of healthcare facilities, which is quantified as the variance of the accessibility to facilities at each level. It also accounts for different catchment area sizes of, and distance friction effects for hierarchical facilities. To make the optimization more realistic, it can also simultaneously consider both existing and new facilities that can be located anywhere. The model was operationalized in a case study of Shenzhen, China. Empirical results indicate that the optimal healthcare facility allocation based on the model provided more equal accessibility than the status quo. Compared to the current distribution, the accessibility equality of tertiary and secondary healthcare facilities in optimal solutions can be improved by 40% and 38%, respectively. Both newly added facilities and adjustments of existing facilities are needed to achieve equal healthcare accessibility. Furthermore, the optimization results are quite different for facilities at different levels, which highlights the feasibility and value of the proposed hierarchical maximal accessibility equality model. This study provides transferable methods for the equality-oriented optimization and planning of hierarchical facilities.
format article
author Zhuolin Tao
Qi Wang
Wenchao Han
author_facet Zhuolin Tao
Qi Wang
Wenchao Han
author_sort Zhuolin Tao
title Towards Health Equality: Optimizing Hierarchical Healthcare Facilities towards Maximal Accessibility Equality in Shenzhen, China
title_short Towards Health Equality: Optimizing Hierarchical Healthcare Facilities towards Maximal Accessibility Equality in Shenzhen, China
title_full Towards Health Equality: Optimizing Hierarchical Healthcare Facilities towards Maximal Accessibility Equality in Shenzhen, China
title_fullStr Towards Health Equality: Optimizing Hierarchical Healthcare Facilities towards Maximal Accessibility Equality in Shenzhen, China
title_full_unstemmed Towards Health Equality: Optimizing Hierarchical Healthcare Facilities towards Maximal Accessibility Equality in Shenzhen, China
title_sort towards health equality: optimizing hierarchical healthcare facilities towards maximal accessibility equality in shenzhen, china
publisher MDPI AG
publishDate 2021
url https://doaj.org/article/ba7924a6fc56481082736f156c37d62c
work_keys_str_mv AT zhuolintao towardshealthequalityoptimizinghierarchicalhealthcarefacilitiestowardsmaximalaccessibilityequalityinshenzhenchina
AT qiwang towardshealthequalityoptimizinghierarchicalhealthcarefacilitiestowardsmaximalaccessibilityequalityinshenzhenchina
AT wenchaohan towardshealthequalityoptimizinghierarchicalhealthcarefacilitiestowardsmaximalaccessibilityequalityinshenzhenchina
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