ArticleInternational journal for equity in health2013
Distribution of selected healthcare resources for influenza pandemic response in Cambodia.
Article in International journal for equity in health, 2013. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers, 1 of them a synthesis that pooled it.
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Who cites it
12 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Establishing the Domains of a Hospital Disaster Preparedness Evaluation Tool: A Systematic Review.Prehospital and disaster medicine · 2022Pooled it
- Spatial Allocation Rationality Analysis of Medical Resources Based on Multi-Source Data: Case Study of Taiyuan, China.Healthcare (Basel, Switzerland) · 2024Article
- Accuracy of US CDC COVID-19 forecasting models.Frontiers in public health · 2024Article
- Distribution of nursing workforce in the world using Gini coefficient.BMC nursing · 2023Article
- Assessment of Regional Health Resource Carrying Capacity and Security in Public Health Emergencies Based on the COVID-19 Outbreak.International journal of environmental research and public health · 2023Article
- An equity and efficiency integrated grid-to-level 2SFCA approach: spatial accessibility of multilevel healthcare.International journal for equity in health · 2021Article
- Inequality indices to monitor geographic differences in incidence, mortality and fatality rates over time during the COVID-19 pandemic.PloS one · 2021Article
- Healthcare Systems Strengthening in Smaller Cities in Bangladesh: Geospatial Insights From the Municipality of Dinajpur.Health services insights · 2020Article
- What makes health systems resilient against infectious disease outbreaks and natural hazards? Results from a scoping review.BMC public health · 2019Article
- Article
- Geographic Distribution of CT, MRI and PET Devices in Japan: A Longitudinal Analysis Based on National Census Data.PloS one · 2015Article
- Geographical inequalities in use of improved drinking water supply and sanitation across Sub-Saharan Africa: mapping and spatial analysis of cross-sectional survey data.PLoS medicine · 2014Article
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8 authors.
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Abstract
introductionHuman influenza infection poses a serious public health threat in Cambodia, a country at risk for the emergence and spread of novel influenza viruses with pandemic potential. Prior pandemics demonstrated the adverse impact of influenza on poor communities in developing countries. Investigation of healthcare resource distribution can inform decisions regarding resource mobilization and investment for pandemic mitigation.
methodsA health facility survey performed across Cambodia obtained data on availability of healthcare resources important for pandemic influenza response. Focusing on five key resources considered most necessary for treating severe influenza (inpatient beds, doctors, nurses, oseltamivir, and ventilators), resource distributions were analyzed at the Operational District (OD) and Province levels, refining data analysis from earlier studies. Resources were stratified by respondent type (hospital vs. District Health Office [DHO]). A summary index of distribution inequality was calculated using the Gini coefficient. Indices for local spatial autocorrelation were measured at the OD level using geographical information system (GIS) analysis. Finally, a potential link between socioeconomic status and resource distribution was explored by mapping resource densities against poverty rates.
resultsGini coefficient calculation revealed variable inequality in distribution of the five key resources at the Province and OD levels. A greater percentage of the population resides in areas of relative under-supply (28.5%) than over-supply (21.3%). Areas with more resources per capita showed significant clustering in central Cambodia while areas with fewer resources clustered in the northern and western provinces. Hospital-based inpatient beds, doctors, and nurses were most heavily concentrated in areas of the country with the lowest poverty rates; however, beds and nurses in Non-Hospital Medical Facilities (NHMF) showed increasing concentrations at higher levels of poverty.
conclusionsThere is considerable heterogeneity in healthcare resource distribution across Cambodia. Distribution mapping at the local level can inform policy decisions on where to stockpile resources in advance of and for reallocation in the event of a pandemic. These findings will be useful in determining future health resource investment, both for pandemic preparedness and for general health system strengthening, and provide a foundation for future analyses of equity in health services provision for pandemic mitigation planning in Cambodia.
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