Research Summary
Analyzed using Evidence Intelligence™

mHealth messaging improves knowledge of T2DM but not its prevalence

Last updated August 29, 2026

Key finding

mHealth improved knowledge and awareness about T2DM.

This study evaluated the effectiveness of a mHealth voice messaging intervention for preventing and controlling type 2 diabetes mellitus (T2DM) in rural Bangladesh, finding improvements in knowledge but no impact on T2DM occurrence.

Quick read

Study at a glance

The essential study design details in one scan.

EvidenceScore™

Moderate

Study type

RCTs

Follow-up

Extended (5–20+ y)

Risk of bias

Some Concerns

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Plain-language summary

What this paper says

A plain-language read of the study’s main message and where it applies.

Study focus

This study evaluated the effectiveness of a mHealth voice messaging intervention for preventing and controlling type 2 diabetes mellitus (T2DM) in rural Bangladesh, finding improvements in knowledge but no impact on T2DM occurrence.

Clinical relevance

Understanding the effectiveness of mHealth interventions is crucial for public health strategies, especially in rural areas where access to healthcare is limited. This study highlights the potential of technology to enhance knowledge about diabetes, but also points to the challenges in sustaining engagement and achieving health outcomes.

Keep in mind

Limited engagement due to technological faults. High frequency of mobile phone number changes among participants. Message fatigue affected participant retention.

Published in

Journal Reference

Publication details and source links for this paper.

Joanna M, Kohenour A, Hannah J, et al. Effectiveness of a population-based mHealth voice messaging intervention for T2DM prevention and control in rural Bangladesh. Global Public Health. 2021;17(7):1299-1313. doi:10.1080/17441692.2021.1923776

Main Effects

mHealth improved knowledge and awareness about T2DM.

There was no detectable effect on T2DM occurrence.

Engagement with mHealth messages was limited by technological faults and message fatigue.

Evidence network

How this study fits

Understand where this research contributes within the broader evidence network.

Evidence Context

This study contributes evidence to mHealth voice messaging intervention and Engagement with mHealth messages, Improvement in knowledge and awareness about T2DM, Type 2 diabetes incidence.

Primary intervention

mHealth voice messaging intervention

Primary outcomes

  • Engagement with mHealth messages
  • Improvement in knowledge and awareness about T2DM
  • Type 2 diabetes incidence

Evidence relationships

Intervention and outcome relationships this study adds to the evidence network.

3
Evidence pairs
3
Relationships
1
Evidence topics
contributes_evidence

Editorial context

Why this study matters

See why this paper is useful beyond its individual results.

Evidence network role

This section describes how the study fits into the current evidence network. It does not determine whether an intervention works on its own.

Moderate contributionModerate confidenceNetwork score: 59

1

Related topics

3

Evidence pairs

51

Related studies

High relevance in at least one topic

Why it is useful

  • Contributes to 3 evidence relationships
  • Includes primary outcome data
  • Linked to 1 direct semantic evidence topic

Topic contributions

Evidence topic

Contributes evidence

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Primary evidence

Evidence topic

Diabetes Prevention

matched_outcome

Core evidence

Study findings

The primary outcomes reported in this study.

Engagement with mHealth messages

mHealth voice messaging intervention → Engagement with mHealth messages

mHealth voice messaging intervention → Engagement with mHealth messages

Evidence Intelligence™
EvidenceScore™
Emerging
Score 59 · Based on 1 study
ImpactScore™
50
Neutral
ConsistencyScore™
unclear
Not enough independent studies
Supporting studies: Based on 1 study
Add to Evidence Tracker

Improvement in knowledge and awareness about T2DM

mHealth voice messaging intervention → Improvement in knowledge and awareness about T2DM

mHealth voice messaging intervention → Improvement in knowledge and awareness about T2DM

Evidence Intelligence™
EvidenceScore™
Emerging
Score 59 · Based on 1 study
ImpactScore™
100
Very Positive
ConsistencyScore™
unclear
Not enough independent studies
Supporting studies: Based on 1 study
Add to Evidence Tracker

Type 2 diabetes incidence

mHealth voice messaging intervention → Type 2 diabetes incidence

mHealth voice messaging intervention → Type 2 diabetes incidence

Evidence Intelligence™
EvidenceScore™
Emerging
Score 59 · Based on 1 study
ImpactScore™
50
Neutral
ConsistencyScore™
unclear
Not enough independent studies
Supporting studies: Based on 1 study
Add to Evidence Tracker

Evidence Library

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evidence suggest

Evidence Suggest

  • Knowledge about T2DM improved due to the mHealth intervention.
  • No significant reduction in T2DM occurrence was observed.
  • Engagement with messages was hindered by various factors.
who this applies

Who this applies to

  • Adults in rural Bangladesh at risk for type 2 diabetes.
  • Individuals with limited access to traditional healthcare resources.
keep in mind

Keep in Mind

  • The study's findings may not generalize to urban populations.
  • Technological barriers could limit the effectiveness of similar interventions.
  • Ongoing engagement strategies are necessary for mHealth success.
between the lines

Between the Lines

  • Limited engagement due to technological faults.
  • High frequency of mobile phone number changes among participants.
  • Message fatigue affected participant retention.

Evidence Library

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Connected Evidence

Explore related studies, evidence collections, and research questions.

Relationships organized using the Dediabetes Evidence Intelligence™ framework.

This study contributes to evidence on mHealth voice messaging intervention and Engagement with mHealth messages, mHealth voice messaging intervention and Improvement in knowledge and awareness about T2DM.

Related evidence relationships

Explore in Evidence Explorer

This study contributes to the evidence on the following intervention-outcome relationships.

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Questions answered by this study

Generated from the study's connected evidence using Evidence Intelligence™.

What evidence is available on mHealth voice messaging intervention and improvement in knowledge and awareness about t2dm?

Emerging Evidence

mHealth voice messaging intervention appears to improve improvement in knowledge and awareness about t2dm.

ConsistencyScore™: Consistency cannot yet be determined from the available evidence.

Ranked evidence signals

  1. 1

    Improvement in knowledge and awareness about T2DM

    EvidenceScore™ Emerging | EvidenceScore™ 59.0 | strong positive | ConsistencyScore™ Unclear | 1 study

Why this answer: This answer is based on a single supporting study.

Limitations

  • Only one supporting study is available.
1 supporting study

Does mHealth voice messaging intervention improve engagement with mhealth messages?

Emerging Evidence

Current evidence does not show a clear benefit of mHealth voice messaging intervention for engagement with mhealth messages.

ConsistencyScore™: Consistency cannot yet be determined from the available evidence.

Ranked evidence signals

  1. 1

    Engagement with mHealth messages

    EvidenceScore™ Emerging | EvidenceScore™ 59.0 | neutral | ConsistencyScore™ Unclear | 1 study

Why this answer: This answer is based on a single supporting study.

Limitations

  • Only one supporting study is available.
1 supporting study

Does mHealth voice messaging intervention reduce type 2 diabetes incidence?

Emerging Evidence

Current evidence does not show a clear reduction in type 2 diabetes incidence with mHealth voice messaging intervention.

ConsistencyScore™: Consistency cannot yet be determined from the available evidence.

Ranked evidence signals

  1. 1

    Type 2 diabetes incidence

    EvidenceScore™ Emerging | EvidenceScore™ 59.0 | neutral | ConsistencyScore™ Unclear | 1 study

Why this answer: This answer is based on a single supporting study.

Limitations

  • Only one supporting study is available.
1 supporting study
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