Evidence mapPaperPMID 41018672Full record

ArticleJournal of diabetes and metabolic disorders2025

The Impact of Mobile Health Literacy, Socioeconomic Factors, and Engagement Patterns on DiabetesXcel App Usage in Adults.

Jainam Shah, Scott Wilson, Kevin Wang, Sherron Thomas, Sachin Pathuri, Jason Zheng, Ibrahim Furkan Acar, Eleni Kohilakis, Sanjana Boyapalli, Vivian Kim and 7 more

Abstract read
In one paragraph

Article in Journal of diabetes and metabolic disorders, 2025. 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

17 authors.

Jainam Shah *Albert Einstein College of Medicine, 1300 Morris Park Avenue, Bronx, NY 10461 United States of America.
Scott Wilson *Department of Medicine, Brigham & Women's Hospital, Boston, MA United States of America.
Kevin WangAlbert Einstein College of Medicine, 1300 Morris Park Avenue, Bronx, NY 10461 United States of America.
Sherron ThomasAlbert Einstein College of Medicine, 1300 Morris Park Avenue, Bronx, NY 10461 United States of America.
Sachin PathuriAlbert Einstein College of Medicine, 1300 Morris Park Avenue, Bronx, NY 10461 United States of America.
Jason ZhengAlbert Einstein College of Medicine, 1300 Morris Park Avenue, Bronx, NY 10461 United States of America.
Ibrahim Furkan AcarAlbert Einstein College of Medicine, 1300 Morris Park Avenue, Bronx, NY 10461 United States of America.
Eleni KohilakisAlbert Einstein College of Medicine, 1300 Morris Park Avenue, Bronx, NY 10461 United States of America.
Sanjana BoyapalliAlbert Einstein College of Medicine, 1300 Morris Park Avenue, Bronx, NY 10461 United States of America.
Vivian KimAlbert Einstein College of Medicine, 1300 Morris Park Avenue, Bronx, NY 10461 United States of America.
Ashley BerlotAlbert Einstein College of Medicine, 1300 Morris Park Avenue, Bronx, NY 10461 United States of America.
Wenzhu MowreyDepartment of Epidemiology & Population Health, Albert Einstein College of Medicine, 1300 Morris Park Avenue, Bronx, NY 10461 United States of America.
Savneet KaurMontefiore Medical Center, 3411 Wayne Avenue, Bronx, NY 10461 United States of America.
Lakshmi Priyanka MahaliMontefiore Medical Center, 3411 Wayne Avenue, Bronx, NY 10461 United States of America.
Jeffrey GonzalezMontefiore Medical Center, 3411 Wayne Avenue, Bronx, NY 10461 United States of America.
Judith Wylie-RosettMontefiore Medical Center, 3411 Wayne Avenue, Bronx, NY 10461 United States of America.
Sunit P JariwalaAlbert Einstein College of Medicine, 1300 Morris Park Avenue, Bronx, NY 10461 United States of America.

Funding

New York Regional Center for Diabetes Translation ResearchP30DK111022 · ALBERT EINSTEIN COLLEGE OF MEDICINE · 2025 to 2025
$810k
NCATS NIH HHS UL1 TR002556NIDDK NIH HHS P30 DK111022
6 · The paper itself

Abstract

Purpose: Type 2 Diabetes Mellitus (T2DM) poses a growing public health burden, particularly among underserved populations. Mobile health (mHealth) apps offer a promising solution for improving self-management of T2DM, yet user engagement remains inconsistent across demographic and socioeconomic groups. This study aims to investigate the association between mobile health literacy, socioeconomic factors (including the Area Deprivation Index, ADI), and user engagement in the DiabetesXcel app, a digital diabetes management tool. Methods: A post-hoc analysis was conducted using data from 46 participants, and the analysis assessed app usage, clinical outcomes, and user characteristics. App engagement was measured by logins and in-app questions answered at four and six months. Results: Early users had significantly lower LDL levels after six months compared to sustained users ( Conclusions: Disparities in socioeconomic status and digital literacy may influence sustained engagement with mHealth tools. Tailoring mHealth interventions to address disparities in engagement may improve long-term self-management behaviors in diverse patient populations. Supplementary Information: The online version contains supplementary material available at 10.1007/s40200-025-01725-2.

Indexed as

Diabetes Self-ManagementeHealth literacyHealth literacyMobile healthSocioeconomic factorsType 2 diabetes

Identifiers

PMID41018672
PMCPMC12463775

What Socratic holds

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LicenceCC BY
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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 Socratic graph.