Research Summary
Analyzed using Evidence Intelligence™

Mobile-based intervention may reduce metabolic syndrome risk in postpartum women

Last updated September 9, 2026

Key finding

Women in the intervention group developed significantly less often metabolic syndrome compared to the control group [7.3% (6) vs. 16.5% (14), OR 0.40, CI (0.22–0.72), p = 0.002]

This study evaluated the efficacy of a blended mobile-based lifestyle intervention for women with glucose intolerance following gestational diabetes mellitus. The intervention showed promising results in achieving weight goals and reducing metabolic syndrome incidence.

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 efficacy of a blended mobile-based lifestyle intervention for women with glucose intolerance following gestational diabetes mellitus. The intervention showed promising results in achieving weight goals and reducing metabolic syndrome incidence.

Clinical relevance

This study highlights the potential of mobile-based interventions in managing health outcomes for women with a history of gestational diabetes. By improving weight management and reducing metabolic syndrome risk, such interventions could play a crucial role in preventing future diabetes and related health issues.

Keep in mind

Effectiveness of the intervention remains unclear for some outcomes. Sample size may limit generalizability of findings. Potential confounding factors were not fully controlled.

Published in

Journal Reference

Publication details and source links for this paper.

Caro M, Nele M, Toon M, et al. Efficacy of a blended mobile-based lifestyle intervention in women with glucose intolerance after gestational diabetes mellitus: A randomized controlled trial. eClinicalMedicine. 2024;70:102523. doi:10.1016/j.eclinm.2024.102523

Main Effects

46.3% of intervention participants achieved weight goals compared to 43.3% in the control group.

7.3% of women in the intervention group developed metabolic syndrome versus 16.5% in the control group.

Diabetes incidence was lower in the intervention group at 3.7% compared to 5.9% in the control group.

Evidence network

How this study fits

Understand where this research contributes within the broader evidence network.

Evidence Context

This study contributes evidence to Lifestyle intervention for prediabetes and Frequency of glucose intolerance, Incidence of Metabolic Syndrome at 3 Years Postpartum, Motivation for healthy behaviors, and 3 more.

Primary intervention

Lifestyle intervention for prediabetes

Primary outcomes

  • Frequency of glucose intolerance
  • Incidence of Metabolic Syndrome at 3 Years Postpartum
  • Motivation for healthy behaviors

Evidence relationships

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

6
Evidence pairs
6
Relationships
2
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: 65

2

Related topics

6

Evidence pairs

385

Related studies

High relevance in at least one topic

Why it is useful

  • Contributes to 6 evidence relationships
  • Includes primary outcome data
  • Linked to 2 direct semantic evidence topics

Topic contributions

Evidence topic

Contributes evidence

Evidence topic

Contributes evidence

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Primary evidence

Evidence topic

Prediabetes

matched_intervention_and_outcome

Related evidence

Evidence topic

Diabetes Prevention

Save evidence

Core evidence

Study findings

The primary outcomes reported in this study.

Frequency of glucose intolerance

Lifestyle intervention for prediabetes → Frequency of glucose intolerance

Lifestyle intervention for prediabetes → Frequency of glucose intolerance

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

Incidence of Metabolic Syndrome at 3 Years Postpartum

Lifestyle intervention for prediabetes → Incidence of Metabolic Syndrome at 3 Years Postpartum

Lifestyle intervention for prediabetes → Incidence of Metabolic Syndrome at 3 Years Postpartum

Evidence Intelligence™
EvidenceScore™
Moderate
Score 69 · Based on 2 studies
ImpactScore™
75
Positive
ConsistencyScore™
35
mixed
Supporting studies: Based on 2 studies
Add to Evidence Tracker

Motivation for healthy behaviors

Lifestyle intervention for prediabetes → Motivation for healthy behaviors

Lifestyle intervention for prediabetes → Motivation for healthy behaviors

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

Proportion of participants meeting weight goal

Lifestyle intervention for prediabetes → Proportion of participants meeting weight goal

Lifestyle intervention for prediabetes → Proportion of participants meeting weight goal

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

Sedentary behavior

Lifestyle intervention for prediabetes → Sedentary behavior

Lifestyle intervention for prediabetes → Sedentary behavior

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

Type 2 diabetes incidence

Lifestyle intervention for prediabetes → Type 2 diabetes incidence

Lifestyle intervention for prediabetes → Type 2 diabetes incidence

Evidence Intelligence™
EvidenceScore™
86
Strong
ImpactScore™
64
Slightly Positive
ConsistencyScore™
35
mixed
Supporting studies: Based on 7 studies
Add to Evidence Tracker

Evidence Library

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evidence suggest

Evidence Suggest

  • The intervention group had a 3.0% lower diabetes incidence.
  • Metabolic syndrome incidence was reduced by 9.2% in the intervention group.
  • 52.4% of intervention participants experienced glucose intolerance compared to 57.6% in the control.
who this applies

Who this applies to

  • Women with a history of gestational diabetes mellitus.
  • Individuals experiencing glucose intolerance.
keep in mind

Keep in Mind

  • Results may not be applicable to all populations due to specific inclusion criteria.
  • Long-term effects of the intervention were not assessed.
  • Further research is needed to confirm findings across diverse settings.
between the lines

Between the Lines

  • Effectiveness of the intervention remains unclear for some outcomes.
  • Sample size may limit generalizability of findings.
  • Potential confounding factors were not fully controlled.

Evidence Library

Build your 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 Lifestyle intervention for prediabetes and Diabetes Incidence and Prevention, Lifestyle intervention for prediabetes and Incidence of Metabolic Syndrome at 3 Years Postpartum.

Related evidence relationships

Explore in Evidence Explorer

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

Included in these evidence collections

Curated evidence collections and hubs this study is part of.

Explore more in Evidence Explorer

Jump to pre-filtered views in Evidence Explorer.

Questions answered by this study

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

Does Lifestyle intervention for prediabetes reduce type 2 diabetes incidence?

Strong Evidence

Lifestyle intervention for prediabetes may reduce type 2 diabetes incidence.

ConsistencyScore™: Results are mixed and should be interpreted cautiously.

Evidence caveat: The available evidence reports mixed findings.

Ranked evidence signals

  1. 1

    Type 2 diabetes incidence

    EvidenceScore™ Strong | EvidenceScore™ 85.7 | weak positive | ConsistencyScore™ Mixed | 1 study

Why this answer: This answer is cautious because the available studies report mixed findings.

Limitations

  • Only one supporting study is available.
1 supporting study

Does Lifestyle intervention for prediabetes reduce incidence of metabolic syndrome at 3 years postpartum?

Moderate Evidence

Lifestyle intervention for prediabetes may reduce incidence of metabolic syndrome at 3 years postpartum.

ConsistencyScore™: Results are mixed and should be interpreted cautiously.

Evidence caveat: The available evidence reports mixed findings.

Ranked evidence signals

  1. 1

    Incidence of Metabolic Syndrome at 3 Years Postpartum

    EvidenceScore™ Moderate | EvidenceScore™ 69.0 | moderate positive | ConsistencyScore™ Mixed | 1 study

Why this answer: This answer is cautious because the available studies report mixed findings.

Limitations

  • Only one supporting study is available.
1 supporting study

Does Lifestyle intervention for prediabetes improve motivation for healthy behaviors?

Emerging Evidence

Lifestyle intervention for prediabetes appears to improve motivation for healthy behaviors.

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

Ranked evidence signals

  1. 1

    Motivation for healthy behaviors

    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 Lifestyle intervention for prediabetes improve frequency of glucose intolerance?

Emerging Evidence

Current evidence does not show a clear benefit of Lifestyle intervention for prediabetes for frequency of glucose intolerance.

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

Ranked evidence signals

  1. 1

    Frequency of glucose intolerance

    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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