Evidence map›Paper›PMID 42224710›Full record

ArticleJMIR formative research2026

Adaptation of a Smartphone-Based Mobile Health Program to Support Person-Centered Treatment of Tuberculosis in Kilimanjaro, Tanzania: Preimplementation Qualitative Needs Assessment.

Kennedy Ngowi, Liza Khutsishvili, Carolin Fabian, Margaretha Sariko, Krisanta Wilhelm, Stellah Mpagama, Karen Ingersoll, Scott Heysell, Jacqueline Hodges

Abstract read
In one paragraph

Article in JMIR formative research, 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

9 authors.

Kennedy NgowiDepartment of Clinical Trials, Kilimanjaro Clinical Research Institute, Moshi, Kilimanjaro, United Republic of Tanzania.ORCID 0000-0002-3692-5940
Liza KhutsishviliDepartment of Medicine, University of Virginia, Charlottesville, VA, United States.ORCID 0009-0008-7905-463X
Carolin FabianDepartment of Medicine, University of Virginia, Charlottesville, VA, United States.ORCID 0009-0006-4446-1046
Margaretha SarikoDepartment of Clinical Trials, Kilimanjaro Clinical Research Institute, Moshi, Kilimanjaro, United Republic of Tanzania.ORCID 0000-0001-6264-773X
Krisanta WilhelmDepartment of Clinical Trials, Kilimanjaro Clinical Research Institute, Moshi, Kilimanjaro, United Republic of Tanzania.ORCID 0009-0008-0373-9384
Stellah MpagamaInfectious Diseases Unit, Kibong'oto Infectious Diseases Hospital, Kilimanjaro, Siha, United Republic of Tanzania.ORCID 0000-0002-0660-6930
Karen IngersollDepartment of Medicine, University of Virginia, Charlottesville, VA, United States.ORCID 0000-0001-8115-2548
Scott HeysellDepartment of Medicine, University of Virginia, Charlottesville, VA, United States.ORCID 0000-0002-2040-0293
Jacqueline HodgesDepartment of Medicine, Duke University, 315 Trent Drive, Durham, NC, 22710, United States, 1 919 681 1309.ORCID 0000-0001-9879-7502

Funding

INFECTIOUS DISEASES TRAINING PROGRAMT32AI007046 · NIAID · UNIVERSITY OF VIRGINIA CHARLOTTESVILLE · PI Alison K Criss, William A Petri · 1985 to 2026
$15.3M
Developing research leaders at the intersection of malnutrition and tuberculosis in TanzaniaD43TW012247 · FIC · UNIVERSITY OF VIRGINIA · PI Scott K Heysell, STELLAH GEORGE MPAGAMA · 2022 to 2026
$1.4M
FIC NIH HHS D43 TW012247NIAID NIH HHS T32 AI007046NIH HHS 5P30 AI064518‑20
6 · The paper itself

Abstract

Background: Despite increasing smartphone penetration worldwide, personalized mHealth (mobile health) care interventions remain largely untapped for the support of people with tuberculosis. An evidence-based multifeature smartphone platform for HIV care tailored and widely implemented in the United States may enhance treatment quality and completion in the Kilimanjaro context. Objective: We aimed to evaluate contextual determinants of mHealth implementation in the Kilimanjaro region to ensure feasibility, acceptability, and effective adaptation of the platform for tuberculosis care within Kilimanjaro. Methods: We conducted semistructured in-depth interviews at Kilimanjaro Christian Medical Centre and Kibong'oto Infectious Diseases Hospital with people with tuberculosis (aged 18+ years with drug-susceptible/-resistant tuberculosis, with or without HIV, and >1 mo on treatment) and providers and staff (eg, clinicians, community health workers, or laboratory staff). Interview guides were designed using Bury's Framework for Chronic Illness and the Consolidated Framework for Implementation Research, along with an overview of an existing smartphone-based program called PositiveLinks. Interviews were analyzed using thematic analysis, and determinants were mapped to behavior change frameworks to develop a mechanistic understanding of P adaptation for the context. Results: We conducted 14 interviews with people with tuberculosis and 11 provider and staff interviews. Several unmet tuberculosis treatment needs emerged, along with suggestions for platform adaptation and implementation strategies. Findings suggest high personal smartphone access among providers and staff (11/11, 100%), less so for people with tuberculosis interviewed (5/14, 36%). High provider digital literacy and capability and usage were noted, with smartphone apps routinely used for tuberculosis care delivery independent of electronic health systems. People with tuberculosis primarily used mobile phones for communication (calls) with clinic providers and staff for care coordination (eg, reminders). Internet access and stability remain major barriers in rural clinics, along with the personal cost of data bundles for both stakeholder groups. Key assets identified within the inner setting of Kilimanjaro Christian Medical Centre and Kibong'oto Infectious Diseases Hospital include existing provider and staff commitment to treatment support outside of clinic visits, and a robust infrastructure of community outreach for support of adherence and retention for people with tuberculosis. Conclusions: Findings suggest a role for broader digital wraparound support beyond adherence monitoring for tuberculosis care in the context. Real-world considerations for the context suggest implementation of provider-facing smartphone interventions was perceived as highly feasible and acceptable, with appropriate consideration of personal cost associated with usage among stakeholders. Patient-facing or bidirectional tools would require modifications to existing mHealth implementation strategies, including more comprehensive assessment of digital literacy and related training, as well as provision of subsidized devices and data bundles.

Indexed as

SmartphoneTuberculosisAdultDigital HealthFemaleHumansInterviews as TopicMaleMiddle AgedNeeds AssessmentPatient-Centered CareQualitative ResearchTanzaniaTelemedicinedigital healthhuman immunodeficiency virusimplementation sciencemobile healthmobile phoneresource-constrained settingssmartphonetuberculosis

Identifiers

PMID42224710
PMCPMC13225841

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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.