ArticleArchives of public health = Archives belges de sante publique2024
Spatial equity and factors associated with intensive care unit bed allocation in China.
Article in Archives of public health = Archives belges de sante publique, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
4 citing papers in PubMed.
- Inequality in hospital bed supply and utilization across regions and departments: evidence from China.Cost effectiveness and resource allocation : C/E · 2026Article
- Pregnancy and postpartum-related admissions to the intensive care unit at a tertiary centre in Northwest China: a 14-year retrospective study.BMC pregnancy and childbirth · 2025Article
- Development and Future Perspectives of Obstetric Intensive Care Units in China.Maternal-fetal medicine (Wolters Kluwer Health, Inc.) · 2025Article
- ICU capacity, ICU staffing, and postcardiotomy ECMO outcomes in China: a multilevel cross-sectional study.Critical care (London, England) · 2025Article
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Authors and funding
5 authors.
Funding
Abstract
backgroundAt present, unequal allocation of medical resources represents a major problem for medical service management in China and many other countries. Equity of intensive care unit (ICU) bed allocation is essential for timely and equitable access to medical care for critically ill patients. This study analysed the equity of ICU bed allocation in 31 provincial regions in China, and the associated factors, to provide a theoretical basis for improvement in the allocation of ICU beds.
methodsThe equity of ICU bed allocation was investigated in 31 provincial regions in China in 2021. The Gini coefficient combined with Lorenz curves were used to analyse the current status of ICU bed allocation by both population and service area. The spatial heterogeneity and aggregation of ICU bed density were analysed using the Global Moran's index. The spatial distribution pattern was visualized via LISA maps using the Local Moran's index. Three grey correlation models were constructed to assess the key factors influencing ICU bed density. Finally, robustness analysis was performed to test the reliability of the results.
resultsThe allocation of ICU beds in China was highly inequitable by service area (Gini = 0.68) and showed better balance by population distribution (Gini = 0.14). The distribution of ICU beds by service area was highly spatially clustered (Global Moran's I = 0.22). The bed utilization rate exhibited the strongest association with ICU bed density by population. Registered nurses per 10,000 square kilometres was the strongest factor affecting ICU bed density by service area.
conclusionsThe allocation of ICU beds by population is better than by service area; the allocation by service area is less equitable in China. These findings emphasise the need to implement better measures to reduce ICU bed equity differences between regions and balance and coordinate medical resources. Service area size, bed utilization, the number of registered nurses and other key factors should be considered when performing regional health planning for ICU bed supply. This will increase the equitable access to critical medical services for all populations.
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