ArticleInternational journal of health geographics2020
Improving geographical accessibility modeling for operational use by local health actors.
Article in International journal of health geographics, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 papers.
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Who cites it
26 citing papers in PubMed.
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- Evaluation of a diabetes decentralization program in rural Madagascar using the RE-AIM framework.PLOS global public health · 2026Article
- Exploring community members' perceptions of oral health in rural South Africa.BMC oral health · 2025Article
- Changes in child mortality and population health following 10 years of health systems strengthening in rural Madagascar: A longitudinal cohort study.PLoS medicine · 2025Article
- Persistence of geographic barriers to maternal care services following a health system strengthening initiative in rural Madagascar.BMC pregnancy and childbirth · 2025Article
- Public health surveillance of tropical diseases in Madagascar: a scoping review of population burden, intervention strategies, and health system responses.BMC public health · 2025Article
- Monitoring individual rice field flooding dynamics over a large scale to improve mosquito surveillance and control.Malaria journal · 2025Article
- Increasing the resolution of malaria early warning systems for use by local health actors.Malaria journal · 2025Article
- Designing and Evaluating a Health System Resilient to Extreme Weather Events in Rural Madagascar.Annals of global health · 2025Article
- The Impact of Intelligent Medical Systems Combined with Interdisciplinary Care Teams on Home-Based Elderly Population's Quality of Life.Journal of multidisciplinary healthcare · 2025Article
- Combining OpenStreetMap mapping and route optimization algorithms to inform the delivery of community health interventions at the last mile.PLOS digital health · 2024Article
- Evaluation of a novel approach to community health care delivery in Ifanadiana District, Madagascar.PLOS global public health · 2024Article
- Applying a zero-corrected, gravity model estimator reduces bias due to heterogeneity in healthcare utilization in community-scale, passive surveillance datasets of endemic diseases.Scientific reports · 2023Article
- Impacts of seasonal flooding on geographical access to maternal healthcare in the Barotse Floodplain, Zambia.International journal of health geographics · 2023Article
- An interactive geographic information system to inform optimal locations for healthcare services.PLOS digital health · 2023Article
- Climatic, land-use and socio-economic factors can predict malaria dynamics at fine spatial scales relevant to local health actors: Evidence from rural Madagascar.PLOS global public health · 2023Article
- Assessing and Qualifying Neighborhood Walkability for Older Adults: Construction and Initial Testing of a Multivariate Spatial Accessibility Model.International journal of environmental research and public health · 2022Article
- Geographic barriers to care persist at the community healthcare level: Evidence from rural Madagascar.PLOS global public health · 2022Article
- Impact of health system strengthening on delivery strategies to improve child immunisation coverage and inequalities in rural Madagascar.BMJ global health · 2022Article
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Authors and funding
11 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundGeographical accessibility to health facilities remains one of the main barriers to access care in rural areas of the developing world. Although methods and tools exist to model geographic accessibility, the lack of basic geographic information prevents their widespread use at the local level for targeted program implementation. The aim of this study was to develop very precise, context-specific estimates of geographic accessibility to care in a rural district of Madagascar to help with the design and implementation of interventions that improve access for remote populations.
methodsWe used a participatory approach to map all the paths, residential areas, buildings and rice fields on OpenStreetMap (OSM). We estimated shortest routes from every household in the District to the nearest primary health care center (PHC) and community health site (CHS) with the Open Source Routing Machine (OSMR) tool. Then, we used remote sensing methods to obtain a high resolution land cover map, a digital elevation model and rainfall data to model travel speed. Travel speed models were calibrated with field data obtained by GPS tracking in a sample of 168 walking routes. Model results were used to predict travel time to seek care at PHCs and CHSs for all the shortest routes estimated earlier. Finally, we integrated geographical accessibility results into an e-health platform developed with R Shiny.
resultsWe mapped over 100,000 buildings, 23,000 km of footpaths, and 4925 residential areas throughout Ifanadiana district; these data are freely available on OSM. We found that over three quarters of the population lived more than one hour away from a PHC, and 10-15% lived more than 1 h away from a CHS. Moreover, we identified areas in the North and East of the district where the nearest PHC was further than 5 h away, and vulnerable populations across the district with poor geographical access (> 1 h) to both PHCs and CHSs.
conclusionOur study demonstrates how to improve geographical accessibility modeling so that results can be context-specific and operationally actionable by local health actors. The importance of such approaches is paramount for achieving universal health coverage (UHC) in rural areas throughout the world.
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