Evidence map›Paper›PMID 41012127›Full record

ArticleVaccines2025

School Entry Vaccination Checks Allow Mapping of Under-Vaccinated Children in Zambia.

Megan P Powell, Webster Mufwambi, Alvira Z Hasan, Aliness M Dombola, Christine Prosperi, Rodgers Sakala, Kelvin Kapungu, Gershom Chongwe, Prachi Singh, Qiulin Wang and 13 more

Abstract read
In one paragraph

Article in Vaccines, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

23 authors.

Megan P PowellInternational Vaccine Access Center, Department of International Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21231, USA.
Webster MufwambiNational Health Research and Training Institute, Lusaka 71769, Zambia.
Alvira Z HasanInternational Vaccine Access Center, Department of International Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21231, USA.ORCID 0000-0001-5665-2372
Aliness M DombolaNational Health Research and Training Institute, Lusaka 71769, Zambia.
Christine ProsperiInternational Vaccine Access Center, Department of International Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21231, USA.
Rodgers SakalaNational Health Research and Training Institute, Lusaka 71769, Zambia.
Kelvin KapunguNational Health Research and Training Institute, Lusaka 71769, Zambia.
Gershom ChongweNational Health Research and Training Institute, Lusaka 71769, Zambia.
Prachi SinghInternational Vaccine Access Center, Department of International Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21231, USA.ORCID 0000-0001-6013-1916
Qiulin WangInternational Vaccine Access Center, Department of International Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21231, USA.ORCID 0009-0009-9277-7637
Stella CheweMinistry of Education, Government of Republic of Zambia, Lusaka 10101, Zambia.
Francis D MwansaMinistry of Health, Government of Republic of Zambia, Lusaka 10101, Zambia.
Constance SakalaMinistry of Health, Government of Republic of Zambia, Lusaka 10101, Zambia.
Elicah KamijiMinistry of Health, Government of Republic of Zambia, Lusaka 10101, Zambia.
Patricia BoboMinistry of Health, Government of Republic of Zambia, Lusaka 10101, Zambia.
Kennedy MatandaMinistry of Health, Government of Republic of Zambia, Lusaka 10101, Zambia.
Joan MandaMinistry of Health, Government of Republic of Zambia, Lusaka 10101, Zambia.
Amy K WinterCenter for the Ecology of Infectious Diseases, Department of Epidemiology and Biostatistics, University of Georgia, Athens, GA 30602, USA.ORCID 0000-0003-2737-7003
Molly SauerInternational Vaccine Access Center, Department of International Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21231, USA.ORCID 0000-0002-5837-6997
Andrea C CarcelenInternational Vaccine Access Center, Department of International Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21231, USA.
Shaun A TrueloveInternational Vaccine Access Center, Department of International Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21231, USA.ORCID 0000-0003-0538-0607
William J MossInternational Vaccine Access Center, Department of International Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21231, USA.ORCID 0000-0001-6579-3513
Simon MutemboInternational Vaccine Access Center, Department of International Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21231, USA.ORCID 0000-0002-5389-5966

Funding

Gavi, the Vaccine Alliance MEL 9957 4 A17
6 · The paper itself

Abstract

backgroundGeographic information systems (GIS) are a promising tool for mapping vaccination coverage and identifying missed communities, yet their use in low- and middle-income countries (LMICs) remains limited. In settings without standardized addresses such as schools or outreach sites, innovative methods are needed to collect and analyse spatial data. Schools offer a unique platform for identifying under-vaccinated children missed by routine or campaign efforts.

methodsDuring a pilot school vaccination screening program in Zambia, GIS reference maps of health facility catchment areas were developed from hand-drawn sketch maps, catchment area shapefiles, and coordinates of prominent landmarks. These maps were iteratively refined with input from local health staff. In caregiver interviews, data collectors used the maps to identify the child's zone of residence within the health facility catchment area. Vaccination status was extracted from paper registries used during screening. Geographic heat maps were generated in ArcGIS to visualize under-vaccination by zone.

resultsOf 535 children screened across 25 zones, 29% were under-vaccinated. Under-vaccination varied by zone, with clusters of missed children identified, for example, 50% of children in Kabushi Zone 6 were under-vaccinated, compared with much lower rates elsewhere.

conclusionsPairing school-based vaccination checks with GIS mapping offers a scalable approach to identifying missed communities in LMICs. This method enables spatial analysis without household visits, supporting targeted immunization planning where traditional data systems fall short. However, because the study was limited to children enrolled in five purposively selected schools, out-of-school children and those in other schools were not represented. This selection bias may underestimate the true extent of under-vaccination, and future evaluations should incorporate broader and more representative populations.

Indexed as

geographical information systemshealth systemsimmunization

Identifiers

PMID41012127
PMCPMC12474360

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.