Evidence map›Paper›PMID 31096971›Full record

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.

Jeff Higgins, Usman Adamu, Kehinde Adewara, Adeshina Aladeshawe, Aron Aregay, Inuwa Barau, Andrew Berens, Omotayo Bolu, Nina Dutton, Nnaemeka Iduma and 9 more

Abstract read
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
17citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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.

2 · The registry

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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

17 citing papers in PubMed.

  1. Article
  2. Review
  3. Article
  4. Migration and primary healthcare in sub-Saharan Africa: A scoping review.African journal of primary health care & family medicine · 2024
    Article
  5. Article
  6. 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 · 2023
    Article
  7. Review
  8. Article
  9. Article
  10. Article
  11. Review
  12. Article
  13. Modeling Poliovirus Transmission in Borno and Yobe, Northeast Nigeria.Risk analysis : an official publication of the Society for Risk Analysis · 2021
    Article
  14. Review
  15. Review
  16. Article
  17. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

19 authors.

Jeff HigginsGeospatial Research, Analysis and Services Program (GRASP), Agency for Toxic Substances and Disease Registry, Centers for Disease Control and Prevention, 4770 Buford Hwy NE, Atlanta, GA, 30341, USA. mpn7@cdc.gov.ORCID 0000-0001-5837-9066
Usman AdamuNational Polio Emergency Operations Center, Abuja, Nigeria.
Kehinde AdewaraeHealth Africa, Maiduguri, Nigeria.
Adeshina AladeshaweBill and Melinda Gates Foundation, Seattle, USA.
Aron AregayWorld Health Organization, Abuja, Nigeria.
Inuwa BarauNational Primary Health Care Development Agency, Abuja, Nigeria.
Andrew BerensGeospatial Research, Analysis and Services Program (GRASP), Agency for Toxic Substances and Disease Registry, Centers for Disease Control and Prevention, 4770 Buford Hwy NE, Atlanta, GA, 30341, USA.
Omotayo BoluGlobal Immunization Division, Centers for Disease Control and Prevention, Atlanta, USA.
Nina DuttonGeospatial Research, Analysis and Services Program (GRASP), Agency for Toxic Substances and Disease Registry, Centers for Disease Control and Prevention, 4770 Buford Hwy NE, Atlanta, GA, 30341, USA.
Nnaemeka IdumaSolina Health, Maiduguri, Nigeria.
Bryant JonesGeospatial Research, Analysis and Services Program (GRASP), Agency for Toxic Substances and Disease Registry, Centers for Disease Control and Prevention, 4770 Buford Hwy NE, Atlanta, GA, 30341, USA.
Brian KaplanGeospatial Research, Analysis and Services Program (GRASP), Agency for Toxic Substances and Disease Registry, Centers for Disease Control and Prevention, 4770 Buford Hwy NE, Atlanta, GA, 30341, USA.
Sule MelehBorno State Primary Health Care Development Agency, Maiduguri, Nigeria.
Melton MusaAfrican Field Epidemiology Network, Maiduguri, Nigeria.
Gatei Wa NgandaGlobal Immunization Division, Centers for Disease Control and Prevention, Atlanta, USA.
Vincent SeamanBill and Melinda Gates Foundation, Seattle, USA.
Anupma SudeHealth Africa, Maiduguri, Nigeria.
Stephane VouillamozNovel-T Sàrl, Geneva, Switzerland.
Eric WiesenGlobal Immunization Division, Centers for Disease Control and Prevention, Atlanta, USA.

Funding

World Health Organization 001
6 · The paper itself

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.

Indexed as

Child, PreschoolEndemic DiseasesFemaleHumansImmunizationInfantInfant, NewbornMaleNigeriaPoliomyelitisPoliovirusPoliovirus VaccinesSatellite ImageryVaccinationPoliovirus Vaccines

Identifiers

PMID31096971
PMCPMC6524248

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.