ArticleScientific reports2024
Optimizing the location of vaccination sites to stop a zoonotic epidemic.
Article in Scientific reports, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
What it found
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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.
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
8 citing papers in PubMed.
- One Health genomic surveillance reveals structured urban rabies transmission and major surveillance gaps.bioRxiv : the preprint server for biology · 2026Article
- Spatio-temporal patterns and vaccination effectiveness in rabies risk using surveillance data from Kaduna State, Nigeria.BMC public health · 2026Article
- Socioeconomic disparities and dog rabies: a retrospective analysis of high-spatial-resolution surveillance data from a Latin American city.Lancet regional health. Americas · 2025Article
- An implementation science framework to understand low coverage in mass dog rabies vaccination.PLoS neglected tropical diseases · 2025Article
- Neighborhood Socioeconomic Status and Dog-Mediated Rabies: Disparities in Incidence and Surveillance Effort in a Latin American City.medRxiv : the preprint server for health sciences · 2025Article
- Research on origin-based cold storage location and routing optimization of fresh agricultural products based on hybrid whale algorithm.Scientific reports · 2024Article
- Enhancing Mass Vaccination Programs with Queueing Theory and Spatial Optimization.medRxiv : the preprint server for health sciences · 2024Article
- Enhancing mass vaccination programs with queueing theory and spatial optimization.Frontiers in public health · 2024Article
Corrections and comments
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Authors and funding
10 authors.
Funding
Abstract
Mass vaccinations are crucial public health interventions for curbing infectious diseases. Canine rabies control relies on mass dog vaccination campaigns (MDVCs) that are held annually across the globe. Dog owners must bring their pets to fixed vaccination sites, but sometimes target coverage is not achieved due to low participation. Travel distance to vaccination sites is an important barrier to participation. We aimed to increase MDVC participation in silico by optimally placing fixed-point vaccination locations. We quantified participation probability based on walking distance to the nearest vaccination site using regression models fit to participation data collected over 4 years. We used computational recursive interchange techniques to optimally place fixed-point vaccination sites and compared predicted participation with these optimally placed vaccination sites to actual locations used in previous campaigns. Algorithms that minimized average walking distance or maximized expected participation provided the best solutions. Optimal vaccination placement is expected to increase participation by 7% and improve spatial evenness of coverage, resulting in fewer under-vaccinated pockets. However, unevenness in workload across sites remained. Our data-driven algorithm optimally places limited resources to increase overall vaccination participation and equity. Field evaluations are essential to assess effectiveness and evaluate potentially longer waiting queues resulting from increased participation.
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Registered trials
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.