ArticlePloS one2020
Geographical accessibility and spatial coverage modelling of public health care network in rural and remote India.
Article in PloS one, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 25 papers, 3 of them syntheses that pooled it.
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The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
25 citing papers in PubMed, 3 syntheses or guidelines pooled it, 63 citations in OpenAlex.
- Geo-Enabling Public Health: A Systematic Review of GIS Applications.Advances in experimental medicine and biology · 2026Pooled it
- Applications of geographical information system and spatial analysis in Indian health research: a systematic review.BMC health services research · 2024Pooled it
- Pharmacy-based immunization: a systematic review.Frontiers in public health · 2023Pooled it
- Estimating the risk of acute malnutrition among under-five children in Uganda: a distributional analysis of socioeconomic and structural inequalities.BMJ paediatrics open · 2026Article
- Determinants of out-of-pocket expenditures amongst cancer patients undergoing modern radiotherapy modalities in public healthcare facilities of Tamil Nadu, South India.BMC health services research · 2026Article
- Evidence-Based Planning of High-Complexity Healthcare Networks at National Level: Integrating Mortality Records, Accessibility Metrics, and Facility Location Optimization Models.Health care analysis : HCA : journal of health philosophy and policy · 2026Article
- Geographical accessibility of cancer hospital using geospatial technology in Bagmati province, Nepal.Frontiers in public health · 2026Article
- Article
- Forest neighbourhoods and healthcare access for Adivasi communities in India: A critical interpretive synthesis.Journal of community systems for health · 2025Article
- Rural Inhabitants' Perception-Induced Immunisation Status: The Case of Yellow Fever Vaccination in the Ashanti Region of Ghana.Rwanda journal of medicine and health sciences · 2025Article
- Beyond distance: integrating economic burden into large-scale primary healthcare accessibility analysis.Global health research and policy · 2025Article
- Persistence of geographic barriers to maternal care services following a health system strengthening initiative in rural Madagascar.BMC pregnancy and childbirth · 2025Article
- Relationship Among Village Doctor Training Level, Proximity to a Main Road, and Availability to Administer Intravenous Fluids for Diarrheal Illness.Open forum infectious diseases · 2025Article
- Linking Household and Service Provisioning Assessments to Estimate a Metric of Effective Health Coverage: A Metric for Monitoring Universal Health Coverage.International journal of environmental research and public health · 2025Article
- Geographic accessibility to hospital childbirths in Brazil (2010-2011 and 2018-2019): a cross-sectional study.Lancet regional health. Americas · 2025Article
- Exploring barriers to accessing treatment for Lymphatic Filariasis through a socio-ecological lens in Buvuma and Napak districts, Uganda.PLoS neglected tropical diseases · 2025Article
- Tackling Cardiovascular Care Deserts in Romania: Expanding Population Access in Underserved Areas.Healthcare (Basel, Switzerland) · 2024Article
- Geospatial determinants of health: A global surgery lens.Journal of the colleges of medicine of South Africa · 2024Article
- A Comprehensive Review on Platelet-Rich Plasma Activation: A Key Player in Accelerating Skin Wound Healing.Cureus · 2023Review
- Metabolic Syndrome and Associated Factors in Farmers in Southeastern Brazil: A Cross-Sectional Study.International journal of environmental research and public health · 2023Observational
Corrections and comments
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Authors and funding
2 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundLong distances to facilities, topographical constraints, inadequate service capacity of institutions and insufficient/ rudimentary road & transportation network culminate into unprecedented barriers to access. These barriers gets exacerbated in presence of external factors like conflict and political disruptions. Thus, this study was conducted in rural, remote and fragile region in India measuring geographical accessibility and modelling spatial coverage of public healthcare network.
methodsVector and raster based approaches were used to discern accessibility for various packages of service delivery. Alternative scenarios derived from local experiences were modelled using health facility, population and ancillary data. Based on that, a raster surface of travel time between facilities and population was developed by incorporating terrain, physical barriers, topography and travelling modes and speeds through various land-cover classes. Concomitantly, spatial coverage was modelled to delineate catchment areas. Further, underserved population and zonal statistics were assessed in an interactive modelling approach to ascertain spatial relationship between population, travel time and zonal boundaries. Finally, raster surface of travel time was re-modelled for the conflict situation in villages vulnerable to obstruction of access due to disturbed security scenario.
resultsEuclidean buffers revealed 11% villages without ambulatory & immunization care within 2 km radius. Similarly, for 5 km radius, 11% and 12% villages were bereft of delivery and inpatient care. Travel time accessibility analysis divulged walking scenario exhibiting lowest level of accessibility. Enabling motorized travel improved accessibility measures, with highest degree of accessibility for privately owned vehicle (motorcycle and cars). Differential results were found between packages of services where ambulatory & immunization care was relatively accessible by walking; whereas, delivery and inpatient care had a staggering average of three hours walking time. Even with best scenario, around 2/3rd population remained unserved for all package of services. Moreover, 90% villages in conflict zone grapples with inaccessibility when the scenario of heightened border tensions was considered.
conclusionsOur study demonstrated the application of GIS technique to facilitate evidence backed planning at granular level. Regardless of the scenario, the analysis divulged inaccessibility to delivery and inpatient care to be most pronounced and majority of population to be unserved. It was suggested to have concerted efforts to bolster already existing facilities and adapt systems approach to exploit synergies of inter-sectoral development.
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