Evidence map›Paper›PMID 41746041›Full record

ArticleVaccines2026

Closing the Gap: Refining Vaccine Forecasting and Resupply Calculations in Mozambique Through Advanced Routine Data Analysis.

Wendy Prosser, Laila A Akhlaghi, Santos Sipaneque, Tito Rodrigues

Abstract read
In one paragraph

Article in Vaccines, 2026. 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

4 authors.

Wendy ProsserJSI Research and Training Institute, 2733 Crystal Drive, Arlington, VA 22202, USA.ORCID 0000-0003-0949-6447
Laila A AkhlaghiJSI Research and Training Institute, 2733 Crystal Drive, Arlington, VA 22202, USA.
Santos SipanequeJSI Research and Training Institute, 2733 Crystal Drive, Arlington, VA 22202, USA.
Tito RodriguesMinistry of Health Mozambique, Avenida Eduardo Mondlane, na cidade de Maputo No. 1008, Maputo P.O. Box 264, Mozambique.

Funding

Gates Foundation INV-060578Gavi HSIS 12145 11 22
6 · The paper itself

Abstract

backgroundVaccines save lives, but only if they are available at health facilities for administration. Stockouts occur for various reasons, including inaccurate forecasting and resupply calculations. Population-based forecasts are typically used for immunization programs, yet they are often based on inaccurate population estimates. This retrospective study analyzed available routine facility-level data from two districts in Mozambique to provide insights for improved supply chain management, including resupply decisions, at the facility level. METHODOLOGY: Data from August to October 2023 were collected and analyzed for wastage rate, session cohort, and forecast accuracy.

resultsThe results show that district-level wastage rates are nominally different from globally acceptable standards, while being significantly different at the facility level. Analysis also showed divergence of vaccination doses provided to a session cohort during the month-long periods that appear to be correlated with periods of stockout. Using population-based forecasting for resupply methodology consistently undersupplied facilities by 20% (ranging from 5 to 41% across 16 facilities), while using the number of doses of administered BCG as a proxy for the population oversupplied by 12% (ranging from 1% underforecast and 28% overforecast), with tighter variance.

conclusionsDespite limitations due to the availability and quality of data, the results suggest an opportunity to shift from a traditional population-based approach to forecasting and resupply decisions, leveraging existing data systems, applying tailored wastage rates, and adjusting inventory management policies to ensure vaccine availability.

Indexed as

forecastingimmunization supply chainsustainable vaccine supply and procurementwastage rate

Identifiers

PMID41746041
PMCPMC12945164

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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.