Research Summary
Analyzed using Evidence Intelligence™

Smartphone dietary education may lower fat intake in type 2 diabetes

Key finding

The intervention group had lowered their daily intake of saturated fat by 4.1 grams (β = -4.1, 95%CI: -7.9, -0.2).

This study evaluated the impact of a smartphone-based dietary education intervention on diet quality and cardiometabolic risk markers in individuals with type 2 diabetes, revealing significant reductions in fat intake and triglyceride levels.

Evidence strength

Moderate confidence

Study type

RCTs

Follow-up

Medium-Term (3–12 mo)

Some Concerns bias
Last updated July 8, 2026

Quick read

Study at a glance

The essential study design details in one scan.

Population

Young Adult (19–39), Middle Aged (40-64), Male, Female, Asia-Pacific (APAC), with T2 Diabetes

Intervention

Smartphone-based dietary education

Study type

RCTs

Follow-up

Medium-Term (3–12 mo)

Primary outcome

Overall diet quality

Comparator

Regular care only

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 dietary education intervention on diet quality and cardiometabolic risk markers in individuals with type 2 diabetes, revealing significant reductions in fat intake and triglyceride levels.

Clinical relevance

Improving diet quality and reducing cardiometabolic risk markers are crucial for managing type 2 diabetes. This study suggests that smartphone-based interventions can be an effective tool for dietary education, potentially leading to better health outcomes for patients.

Keep in mind

The effectiveness of the intervention remains unclear due to limited data. The sample size and demographic characteristics may limit generalizability. Potential confounding factors were not fully accounted for.

Published in

Journal Reference

Publication details and source links for this paper.

Linnea S, Essi H, Anna D, Ylva TL, Stephanie EB. Effect of a smartphone-based dietary education intervention on diet quality and cardiometabolic risk markers in people with type 2 diabetes: a randomized controlled trial. Nutrition Journal. 2025;24:2. doi:10.1186/s12937-024-01069-2

Save this study and add notes to your research library.

Main Effects

The control group increased their overall diet quality score by 1.6 points compared to the intervention group.

The intervention group reduced their saturated fat intake by 4.1 grams daily.

The intervention group lowered their unsaturated fat intake by 6.9 grams daily.

The intervention group had lower serum triglycerides levels by 0.33 mmol/L compared to controls.

Evidence network

How this study fits

Understand where this research contributes within the broader evidence network.

Evidence Context

This study contributes evidence to mHealth dietary education intervention and Daily intake of saturated fat in grams, Daily intake of unsaturated fat in grams, Overall diet quality measured using Nordic Nutrition Recommendation score, and 1 more.

Primary intervention

mHealth dietary education intervention

Primary outcomes

  • Daily intake of saturated fat in grams
  • Daily intake of unsaturated fat in grams
  • Overall diet quality measured using Nordic Nutrition Recommendation score

Evidence relationships

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

4
Evidence pairs
4
Relationships
0
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: 54

0

Related topics

4

Evidence pairs

0

Related studies

Why it is useful

  • Contributes to 4 evidence relationships
  • Includes primary outcome data
  • Linked to 0 direct semantic evidence topics

Core evidence

Study findings

The primary outcomes reported in this study.

StrongDecrease

Daily intake of saturated fat in grams

mHealth dietary education intervention → Daily intake of saturated fat in grams

mHealth dietary education intervention → Daily intake of saturated fat in grams

Evidence profile

StrongDecreaseMetabolic Health
Unlock full evidence details
StrongDecrease

Daily intake of unsaturated fat in grams

mHealth dietary education intervention → Daily intake of unsaturated fat in grams

mHealth dietary education intervention → Daily intake of unsaturated fat in grams

Evidence profile

StrongDecreaseMetabolic Health
Unlock full evidence details
NoneNo Change

Overall diet quality measured using Nordic Nutrition Recommendation score

mHealth dietary education intervention → Overall diet quality measured using Nordic Nutrition Recommendation score

mHealth dietary education intervention → Overall diet quality measured using Nordic Nutrition Recommendation score

Evidence profile

NoneNo ChangeMetabolic Health
Unlock full evidence details
StrongDecrease

Triglycerides

mHealth dietary education intervention → Triglycerides

mHealth dietary education intervention → Triglycerides

Evidence profile

StrongDecreaseMetabolic Health
Unlock full evidence details

Unlock full evidence analysis

Create a free account to access effectiveness ratings, evidence strength and depth scores, consistency analysis, and direct links to all supporting studies.

evidence suggest

Evidence Suggest

  • Control group improved diet quality by 1.6 points.
  • Intervention group reduced saturated fat intake by 4.1 grams.
  • Intervention group had lower triglycerides by 0.33 mmol/L.
who this applies

Who this applies to

  • Adults diagnosed with type 2 diabetes.
  • Individuals seeking to improve their dietary habits.
keep in mind

Keep in Mind

  • Results may not apply to all demographics due to sample limitations.
  • Further research is needed to confirm long-term effectiveness.
  • The study's findings should be interpreted with caution regarding clinical significance.
between the lines

Between the Lines

  • The effectiveness of the intervention remains unclear due to limited data.
  • The sample size and demographic characteristics may limit generalizability.
  • Potential confounding factors were not fully accounted for.

Unlock Full Analysis

Create a free account to unlock the bias score, detailed effectiveness analysis, and clinical outcomes for this study.

Already have an account?

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 dietary education intervention and Daily intake of saturated fat in grams, mHealth dietary education intervention and Adipokine and Angiogenic Markers.

Related evidence relationships

Explore in Evidence Archive

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 mHealth dietary education intervention improve daily intake of saturated fat in grams?

Emerging Evidence

mHealth dietary education intervention appears to improve Daily intake of saturated fat in grams.

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

Ranked evidence signals

  1. 1

    Daily intake of saturated fat in grams

    EvidenceScore™ Emerging | EvidenceScore™ 51.7 | strong positive | ConsensusScore™ 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: Jul 2026

Does mHealth dietary education intervention improve daily intake of unsaturated fat in grams?

Emerging Evidence

mHealth dietary education intervention appears to improve Daily intake of unsaturated fat in grams.

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

Ranked evidence signals

  1. 1

    Daily intake of unsaturated fat in grams

    EvidenceScore™ Emerging | EvidenceScore™ 51.7 | strong positive | ConsensusScore™ 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: Jul 2026

Does mHealth dietary education intervention improve triglycerides?

Emerging Evidence

mHealth dietary education intervention appears to improve Triglycerides.

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

Ranked evidence signals

  1. 1

    Triglycerides

    EvidenceScore™ Emerging | EvidenceScore™ 51.7 | strong positive | ConsensusScore™ 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: Jul 2026

Does mHealth dietary education intervention improve overall diet quality measured using nordic nutrition recommendation score?

Limited Evidence

Current evidence does not show a clear benefit of mHealth dietary education intervention for Overall diet quality measured using Nordic Nutrition Recommendation score.

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

Ranked evidence signals

  1. 1

    Overall diet quality measured using Nordic Nutrition Recommendation score

    EvidenceScore™ Limited | EvidenceScore™ 34.2 | neutral | ConsensusScore™ 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: Jul 2026
Learn how Evidence Intelligence™ works

Next steps

Continue your research

Choose a next path through related evidence topics, archive views, and research summaries.

No ads. No tracking.

Focused on evidence, not advertising.

Secure & private

Your data is always protected.

Always up to date

New studies added every day.