Research Summary
Analyzed using Evidence Intelligence™

Smartphone intervention improves medication adherence in diabetes patients

Last updated July 8, 2026

Key finding

Use of the smartphone application was associated with a greater improvement in medication adherence over six months (adjusted beta coefficient (a β ) = 0.062; 95% confidence interval (CI) = 0.010–0.123).

This study evaluated the impact of a smartphone-based intervention on medication adherence in adults with Type 2 diabetes and hypertension in Ghana, finding mixed results.

Quick read

Study at a glance

The essential study design details in one scan.

EvidenceScore™

Moderate

Study type

RCTs

Follow-up

Medium-Term (3–12 mo)

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 impact of a smartphone-based intervention on medication adherence in adults with Type 2 diabetes and hypertension in Ghana, finding mixed results.

Clinical relevance

Improving medication adherence is crucial for managing chronic conditions like diabetes and hypertension. This study's findings suggest that while smartphone interventions may offer some benefits, they may not be sufficient alone to ensure significant improvements in adherence. Understanding these dynamics can help healthcare providers tailor interventions more effectively.

Keep in mind

The study design was a non-randomized controlled trial, which may introduce bias. The sample size and generalizability of findings may be limited. Statistical significance was not achieved, raising questions about clinical relevance.

Published in

Journal Reference

Publication details and source links for this paper.

Pearl A, Felix PC, Amos L, Nicolas M, Eric PMVC, Charles A. Effect of a Smartphone-Based Intervention on Medication Adherence Among Adults with Type 2 Diabetes and Hypertension in Ghana. Journal of Global Health. 2026;16:04203. doi:10.7189/jogh.16.04203

Main Effects

The smartphone application was associated with a greater improvement in medication adherence (adjusted β = 0.062).

No statistically significant difference in adherence was found between the intervention and control groups at six months.

Evidence network

How this study fits

Understand where this research contributes within the broader evidence network.

Evidence Context

This study contributes evidence to Digital-based lifestyle intervention, Usual care and Treatment adherence.

Primary intervention

Digital-based lifestyle intervention

Primary outcomes

  • Treatment adherence

Evidence topics

Primary outcomes

Evidence relationships

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

2
Evidence pairs
2
Relationships
2
Evidence topics
contributes_evidence

Editorial context

Why this study matters

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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: 56

2

Related topics

2

Evidence pairs

267

Related studies

High relevance in at least one topic

Why it is useful

  • Contributes to 2 evidence relationships
  • Includes primary outcome data
  • Linked to 1 direct semantic evidence topic

Topic contributions

Evidence topic

Contributes evidence

Evidence topic

Contributes evidence

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Primary evidence

Evidence relationship

Digital Lifestyle Interventions and Treatment Adherence

Related evidence

Evidence topic

Treatment Adherence

Save evidence

Evidence topic

Diabetes Technology

Save evidence

Core evidence

Study findings

The primary outcomes reported in this study.

Treatment adherence

Digital-based lifestyle intervention → Treatment adherence

Digital-based lifestyle intervention → Treatment adherence

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

Treatment adherence

Usual care → Treatment adherence

Usual care → Treatment adherence

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

  • The smartphone intervention showed a slight increase in adherence (adjusted β = 0.062).
  • No significant difference in adherence was observed at six months between groups.
who this applies

Who this applies to

  • Adults diagnosed with Type 2 diabetes.
  • Adults diagnosed with hypertension.
keep in mind

Keep in Mind

  • The findings may not be generalizable to populations outside Ghana.
  • The lack of statistical significance suggests caution in interpreting the effectiveness of the intervention.
  • Further research is needed to explore the long-term impact of smartphone interventions on medication adherence.
between the lines

Between the Lines

  • The study design was a non-randomized controlled trial, which may introduce bias.
  • The sample size and generalizability of findings may be limited.
  • Statistical significance was not achieved, raising questions about clinical relevance.

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 Digital Lifestyle Interventions and Treatment Adherence, Usual care and Treatment Adherence.

Related evidence relationships

Explore in Evidence Explorer

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

Questions answered by this study

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

Does Digital Lifestyle Interventions improve treatment adherence?

Emerging Evidence

Digital Lifestyle Interventions appears to improve Treatment Adherence.

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

Ranked evidence signals

  1. 1

    Treatment adherence

    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.
  • Consistency cannot yet be determined.
  • Population details are unavailable.
1 supporting studyUpdated: Aug 2026

Does Usual care improve treatment adherence?

Emerging Evidence

Current evidence does not show a clear benefit of Usual care for Treatment adherence.

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

Ranked evidence signals

  1. 1

    Treatment adherence

    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.
  • Consistency cannot yet be determined.
  • Population details are unavailable.
1 supporting studyUpdated: Aug 2026
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