Evidence map›Paper›PMID 41933406›Full record

ArticleBMC global and public health2026

Accelerating tuberculosis diagnosis in Mozambican prisons using digital chest X-rays with computer-aided detection: a longitudinal, comprehensive health intervention.

Amadin A Olotu, Justy Antony Chiramal, Rachel A Boehm, Aswathy M Nair, Sanya Chawla, Mário A Vicente, Dulcidio A Matusse, Sérgio T Uate, Amândio S Munguambe, Edwin J Prophete and 5 more

Abstract read
In one paragraph

Article in BMC global and public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Review
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

15 authors.

Amadin A OlotuCenter for the Health of Incarcerated Persons (CHIP), Rollins School of Public Health, Emory University, Atlanta, USA.ORCID http://orcid.org/0000-0002-4832-0391
Justy Antony ChiramalQure Ai Technologies Inc., New York, USA.
Rachel A BoehmCenter for the Health of Incarcerated Persons (CHIP), Rollins School of Public Health, Emory University, Atlanta, USA.
Aswathy M NairQure Ai, Bangalore, India.
Sanya ChawlaQure Ai, Bangalore, India.
Mário A VicenteNational Penitentiary Service of Mozambique (SERNAP), Maputo, Mozambique.
Dulcidio A MatusseNational Penitentiary Service of Mozambique (SERNAP), Maputo, Mozambique.
Sérgio T UateNational Penitentiary Service of Mozambique (SERNAP), Maputo, Mozambique.
Amândio S MunguambeNational Penitentiary Service of Mozambique (SERNAP), Maputo, Mozambique.
Edwin J PropheteHealth Through Walls (HtW), North Miami, USA.
Victoria M BrownCenter for the Health of Incarcerated Persons (CHIP), Rollins School of Public Health, Emory University, Atlanta, USA.
Cremilde M AnliNational Penitentiary Service of Mozambique (SERNAP), Maputo, Mozambique.
Shibu VijayanQure Ai, Bangalore, India.
Ivan R CalderHealth Through Walls (HtW), North Miami, USA.
Anne C SpauldingCenter for the Health of Incarcerated Persons (CHIP), Rollins School of Public Health, Emory University, Atlanta, USA. aspauld@emory.edu.ORCID http://orcid.org/0000-0002-0281-0248

Funding

Emory/Georgia TB Research Advancement Center (TRAC)P30AI168386 · NIAID · EMORY UNIVERSITY · PI Jeffrey M Collins · 2022 to 2026
$5.8M
CDC HHS NU50CD300866NIAID NIH HHS P30 AI168386TB REACH W10_MOZ_CB_HTW
6 · The paper itself

Abstract

backgroundMozambique has a high burden of tuberculosis (TB) and in 2021, an estimated 18,000 persons with TB nationwide were not diagnosed. Estimates suggest that globally 47% of TB disease in prisons is undiagnosed. We implemented an integrated-care model health intervention to enhance the diagnosis and treatment of TB disease, provide TB preventive treatment (TPT), and identify and treat other undiagnosed health conditions in three prisons in Maputo, Mozambique.

methodsFrom July 11, 2023, through the second quarter of 2024, we systematically screened for TB using digital chest X-rays with computer-aided detection (DCXR-CAD). This was combined with symptom screening in a parallel algorithm. We conducted clinical assessments for other health conditions and delivered TPT. Graphs visually compare TB case notification trends with two control prisons, which continued the usual standard of care, symptom screening for TB. An interrupted time series (ITS) analysis was used to evaluate TB case notification counts before and after the intervention in the intervention prisons.

resultsOf 7912 individuals screened, 264 new diagnoses of TB disease were notified, a TB screening yield of 3.34% and a number needed to screen of 30, and 1346 persons were initiated on TPT. Other conditions diagnosed and treated include HIV (28), malnutrition (830), and skin conditions (462). TB case notifications were higher in the intervention prisons during the intervention than in the preceding period in the same prisons. Comparing case notifications during the intervention with an equivalent period prior to the intervention showed an increase of about 52% in intervention prisons but a decrease in control prisons by the same magnitude. The ITS analysis found the effect of the intervention on TB case notification counts statistically significant in two of the intervention prisons: (incidence rate ratio [IRR] 3.96, 95% confidence interval [CI] 1.51-10.40; p = 0.005) and (IRR 6.17, 95% CI 2.17-17.55; p < 0.001).

conclusionsStrengthening local infrastructure and implementing DCXR-CAD for screening likely contributed to a higher TB yield in the intervention prisons. Screening and diagnosing TB, delivering TB disease treatment and prevention, and addressing other health conditions simultaneously in this vulnerable population were feasible and important.

Indexed as

Active TB case-findingArtificial-intelligenceCapacity buildingChronic health conditionsComprehensive health interventionComputer-aided detectionDigital-chest X-raysSystematic screening for TBTuberculosis in prisonsTuberculosis preventive treatment

Identifiers

PMID41933406
PMCPMC13049876

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LicenceCC BY-NC-ND
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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.