ArticleInternational journal of health geographics2019
Finding inhabited settlements and tracking vaccination progress: the application of satellite imagery analysis to guide the immunization response to confirmation of previously-undetected, ongoing endemic wild poliovirus transmission in Borno State, Nigeria.
Article in International journal of health geographics, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers.
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Who cites it
17 citing papers in PubMed.
- Strategies and challenges for immunisation of children under 5 years in primary health care in different countries: a scoping review.BMC public health · 2025Article
- Impediments to Progress Toward Polio Eradication During 2014-2024: Effectively Addressing the Current Challenges.Vaccines · 2025Review
- An evaluation of a multi-partner approach to increase routine immunization coverage in six northern Nigerian States.BMC health services research · 2024Article
- Migration and primary healthcare in sub-Saharan Africa: A scoping review.African journal of primary health care & family medicine · 2024Article
- Modeling the spread of circulating vaccine-derived poliovirus type 2 outbreaks and interventions: A case study of Nigeria.Vaccine: X · 2024Article
- Mortality among populations affected by armed conflict in northeast Nigeria, 2016 to 2019.Proceedings of the National Academy of Sciences of the United States of America · 2023Article
- The Use of Adaptive Sampling to Reach Disadvantaged Populations for Immunization Programs and Assessments: A Systematic Review.Vaccines · 2023Review
- Historical reconstruction of inaccessibility status in Local Government Areas (LGAs) of Borno and Yobe States, Nigeria, 2010-2020.The Pan African medical journal · 2023Article
- Descriptive epidemiology of poliomyelitis cases due to wild poliovirus type 1 and wild poliovirus type 3 in Nigeria, 2000-2020.The Pan African medical journal · 2023Article
- Conducting public health surveillance in areas of armed conflict and restricted population access: a qualitative case study of polio surveillance in conflict-affected areas of Borno State, Nigeria.Conflict and health · 2022Article
- Lessons from the elimination of poliomyelitis in Africa.Nature reviews. Immunology · 2021Review
- Vaccinations and Vaccinators' Tracking System in Island Settlements: CHAD 2017-2018.Journal of immunological sciences · 2021Article
- Modeling Poliovirus Transmission in Borno and Yobe, Northeast Nigeria.Risk analysis : an official publication of the Society for Risk Analysis · 2021Article
- Certifying the interruption of wild poliovirus transmission in the WHO African region on the turbulent journey to a polio-free world.The Lancet. Global health · 2020Review
- Review of poliovirus modeling performed from 2000 to 2019 to support global polio eradication.Expert review of vaccines · 2020Review
- Behavioral mapping of children's physical activities and social behaviors in an indoor preschool facility: methodological challenges in revealing the influence of space in play.International journal of health geographics · 2019Article
- Polio: abandoning eradication would result in rapid resurgence of an ancient scourge.BMJ global health · 2019Article
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19 authors.
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Abstract
backgroundFour wild polio-virus cases were reported in Borno State, Nigeria 2016, 1 year after Nigeria had been removed from the list of polio endemic countries by the World Health Organization. Resulting from Nigeria's decade long conflict with Boko Haram, health officials had been unable to access as much as 60% of the settlements in Borno, hindering vaccination and surveillance efforts. This lack of accessibility made it difficult for the government to assess the current population distribution within Borno. This study aimed to use high resolution, visible band satellite imagery to assess the habitation of inaccessible villages in Borno State.
methodsUsing high resolution (31-50 cm) imagery from DigitalGlobe, analysts evaluated the habitation status of settlements in Borno State identified by Nigeria's Vaccination Tracking System. The analysts looked at imagery of each settlement and, using vegetation (overgrowth vs. cleared) as a proxy for human habitation, classified settlements into three categories: inhabited, partially abandoned, and abandoned. Analysts also classified the intact percentage of each settlement starting at 0% (totally destroyed since last assessment) and increasing in 25% intervals through 100% (completely intact but not expanded) up to 200+% (more than doubled in size) by looking for destroyed buildings. These assessments were then used to adjust previously established population estimates for each settlement. These new population distributions were compared to vaccination efforts to determine the number of children under 5 unreached by vaccination teams.
resultsOf the 11,927 settlements assessed 3203 were assessed as abandoned (1892 of those completely destroyed), 662 as partially abandoned, and 8062 as fully inhabited as of December of 2017. Comparing the derived population estimates from the new assessments to previous assessment and the activities of vaccination teams shows that an estimated 180,155 of the 337,411 under five children who were unreached in 2016 were reached in 2017 (70.5% through vaccination efforts in previously inaccessible areas, 29.5% through displacement to accessible areas).
conclusionsThis study's methodology provides important planning and situation awareness information to health workers in Borno, Nigeria, and may serve as a model for future data gathering efforts in inaccessible regions.
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