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Record W4414606340 · doi:10.1371/journal.pgph.0005186

Opportunities and barriers arising from the COVID-19 pandemic for health campaign integration across immunizations, neglected tropical diseases, insecticide-treated bed nets, and vitamin A supplementation: A qualitative key informant interview study

2025· article· en· W4414606340 on OpenAlexaff
Alison Krentel, Afzaa Rajabali, Olumide Ogundahunsi, Tuoyo Okorosobo, Eva Bazant, Carol McPhillips-Tangum, Kristin N. Saarlas, Margaret Gyapong

Bibliographic record

VenuePLOS Global Public Health · 2025
Typearticle
Languageen
FieldMedicine
TopicGlobal Maternal and Child Health
Canadian institutionsBruyèreUniversity of Ottawa
FundersBill and Melinda Gates Foundation
KeywordsPandemicGlobal healthQualitative researchPopulationHealth carePublic healthIntervention (counseling)Health promotion

Abstract

fetched live from OpenAlex

In low- and middle-income countries, health campaigns play a crucial role in addressing high-priority health concerns such as neglected tropical diseases (NTDs), malaria, vaccine-preventable diseases and nutrition (vitamin A supplementation). Many health campaigns are conducted throughout the calendar year, resulting in multiple campaigns annually in some communities. Campaign integration offers an opportunity to increase efficiencies across programs and limit the strain on healthcare workers, communities, and health systems. The response to the COVID-19 pandemic provided opportunities for campaign integration to mitigate losses from missed campaign deliveries. As the interest in integration grows, there is a need to understand existing barriers, bottlenecks, and opportunities for better integration, whether through co-delivery or increased collaboration. This qualitative study aimed to understand the opportunities and barriers to campaign co-delivery and collaboration from the perspective of 26 stakeholders involved in vaccine-preventable diseases, vitamin A supplementation, NTDs, and malaria programs. Key informants included campaign managers, implementing partners, donors, and decision-makers at the country and state levels in five countries: Côte d'Ivoire, Ethiopia, Guyana, Indonesia, and Nigeria. Results indicated that campaigns were integrated at various levels, from partial integration and co-delivery to fully integrated delivery within existing health services. Most emerging factors were categorized as either facilitating or hindering campaign integration. Enablers to campaign integration included joint planning and appreciation for human resources, while target population variation, prioritization of one intervention by another, and overburdening of healthcare workers, community health workers and community drug distributors were identified as specific barriers. An emerging theme was the importance of leadership, reinforcing the need for country ownership, political will, and positive stakeholder relationships. Further research is warranted to identify optimal combinations of campaign commodities, strategies to ensure stakeholder engagement throughout the integration process, methods to factor in local community context, and the expansion of lessons learned from the COVID-19 pandemic.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.135
Threshold uncertainty score0.988

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.125
GPT teacher head0.431
Teacher spread0.306 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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