Evidence map›Paper›PMID 42606923›Full record

ArticleJournal of global health2026

Containing outbreaks at their source: an illustrative example of partial economic returns to US global health security funding.

Deliana Kostova, Jill Kuhn, Muhammad Jami Husain, Sarah Pallas, Walter Ochieng, Benjamin Park

Abstract read
In one paragraph

Article in Journal of global health, 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

6 authors.

Deliana Kostova
Jill Kuhn
Muhammad Jami Husain
Sarah Pallas
Walter Ochieng
Benjamin Park

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Following the 2014-2016 West Africa Ebola epidemic, the US expanded funding for global health security (GHS) to strengthen outbreak prevention, detection, and response capacity across countries. In this viewpoint, we offer an illustrative comparison between one narrow category of economic benefit to the US - avoided losses in merchandise exports - and US GHS funding directed to the region between 2016 and 2023. Using a transparent accounting identity, we compared US export losses plausibly averted through the local containment of ten Ebola outbreaks during this period against estimated regional GHS appropriations of USD 2.52 billion, applying the 2014 losses as a benchmark and a range of scenarios to reflect uncertainty in the scale of disruption averted. Under the benchmark scenario, each USD of funding corresponded to approximately USD 4.64 in avoided export-related losses. This scoping exercise is intended to convey the order of magnitude of potential returns, rather than a measured economic return or causal attribution, and it deliberately excludes broader benefits. Even through this narrow trade-based lens, the findings suggest that the economic value of containing outbreaks abroad may be large enough to warrant consideration in U.S. budget discussions.

Indexed as

Disease OutbreaksGlobal HealthHemorrhagic Fever, EbolaHumansUnited StatesEbolaeconomic returnsglobal health securityhealth financingoutbreak containmentpandemic preparednessUS exports

Identifiers

PMID42606923
PMCPMC13480456

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.