Research Summary
Analyzed using Evidence Intelligence™

Self-reported weight is valid in mobile health interventions

Last updated August 29, 2026

Key finding

Self-reported body weight was lower than the weight measured in the clinic after 6 months by 1.03 kg (95% CI 1.01-1.05; P <.001).

This study validated self-reported weight from mobile health applications in weight loss interventions, showing significant discrepancies between self-reported and clinic-measured weights.

Quick read

Study at a glance

The essential study design details in one scan.

EvidenceScore™

Moderate

Study type

RCTs

Follow-up

Long-Term (1–5 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 validated self-reported weight from mobile health applications in weight loss interventions, showing significant discrepancies between self-reported and clinic-measured weights.

Clinical relevance

This study highlights the potential of mobile health applications in weight management, suggesting that self-reported data can be a practical alternative to clinic measurements. This is particularly important for remote monitoring and interventions, as it allows for greater flexibility and accessibility for patients. Understanding the accuracy of self-reported weights can enhance the effectiveness of digital health strategies in promoting weight loss.

Keep in mind

Single-arm study limits generalizability. Potential bias in self-reported data. Lack of diverse population representation.

Published in

Journal Reference

Publication details and source links for this paper.

Mircea F, Sarah G, Thirunavukkarasu S, et al. Self-reported weight from mobile health is valid for weight loss interventions. JMIR Formative Research. 2022;6(9):e40739. doi:10.2196/40739

Main Effects

Self-reported weight was lower than clinic measurements by 1.03 kg after 6 months (P <.001).

Self-reported weight was lower than clinic measurements by 1.03 kg after 12 months (P <.001).

Participants who did not achieve the 5% weight loss goal underestimated their weight by 0.79 kg at 6 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 and Body weight, Discrepancy associated with baseline weight after 6 months, Discrepancy between clinically measured weight and self-reported weight after 12 months, and 5 more.

Primary intervention

Digital-based lifestyle intervention

Primary outcomes

  • Body weight
  • Discrepancy associated with baseline weight after 6 months
  • Discrepancy between clinically measured weight and self-reported weight after 12 months

Evidence relationships

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

8
Evidence pairs
8
Relationships
3
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

3

Related topics

8

Evidence pairs

508

Related studies

High relevance in at least one topic

Why it is useful

  • Contributes to 8 evidence relationships
  • Includes primary outcome data
  • Linked to 2 direct semantic evidence topics

Topic contributions

Evidence topic

Contributes evidence

Evidence topic

Contributes evidence

Evidence topic

Contributes evidence

Add related evidence to your Evidence Tracker

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Primary evidence

Evidence relationship

Digital Lifestyle Interventions and Body Weight

Related evidence

Evidence relationship

Digital Lifestyle Interventions and Weight Loss Outcomes

Save evidence

Evidence topic

Weight Loss

Save evidence

Core evidence

Study findings

The primary outcomes reported in this study.

Body weight

Digital-based lifestyle intervention → Body weight

Digital-based lifestyle intervention → Body weight

Evidence Intelligence™
EvidenceScore™
Moderate
Score 69 · Based on 2 studies
ImpactScore™
100
Very Positive
ConsistencyScore™
100
consistent
Supporting studies: Based on 2 studies
Add to Evidence Tracker

Discrepancy associated with baseline weight after 6 months

Digital-based lifestyle intervention → Discrepancy associated with baseline weight after 6 months

Digital-based lifestyle intervention → Discrepancy associated with baseline weight after 6 months

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

Discrepancy between clinically measured weight and self-reported weight after 12 months

Digital-based lifestyle intervention → Discrepancy between clinically measured weight and self-reported weight after 12 months

Digital-based lifestyle intervention → Discrepancy between clinically measured weight and self-reported weight after 12 months

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

Discrepancy between clinically measured weight and self-reported weight associated with BMI

Digital-based lifestyle intervention → Discrepancy between clinically measured weight and self-reported weight associated with BMI

Digital-based lifestyle intervention → Discrepancy between clinically measured weight and self-reported weight associated with BMI

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

No significant discrepancies after 12 months

Digital-based lifestyle intervention → No significant discrepancies after 12 months

Digital-based lifestyle intervention → No significant discrepancies after 12 months

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

Underestimation of weight in non-achievers after 6 months

Digital-based lifestyle intervention → Underestimation of weight in non-achievers after 6 months

Digital-based lifestyle intervention → Underestimation of weight in non-achievers after 6 months

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

Weight change discrepancy after 6 months

Digital-based lifestyle intervention → Weight change discrepancy after 6 months

Digital-based lifestyle intervention → Weight change discrepancy after 6 months

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

Weight loss at 6 months

Digital-based lifestyle intervention → Weight loss at 6 months

Digital-based lifestyle intervention → Weight loss at 6 months

Evidence Intelligence™
EvidenceScore™
Moderate
Score 69 · Based on 2 studies
ImpactScore™
100
Very Positive
ConsistencyScore™
100
consistent
Supporting studies: Based on 2 studies
Add to Evidence Tracker

Evidence Library

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evidence suggest

Evidence Suggest

  • Self-reported weight was consistently lower than clinic measurements by 1.03 kg at both 6 and 12 months.
  • Discrepancies in reported weight were associated with baseline weight and BMI.
  • Participants who failed to meet weight loss goals underestimated their weight by 0.79 kg.
who this applies

Who this applies to

  • Adults engaged in digital weight loss interventions.
  • Individuals aiming for a minimum 5% weight loss.
  • Participants with varying baseline weights and BMIs.
keep in mind

Keep in Mind

  • Results may not apply to populations outside the study's demographics.
  • Self-reported data may be subject to bias.
  • Further research needed to confirm findings across diverse settings.
between the lines

Between the Lines

  • Single-arm study limits generalizability.
  • Potential bias in self-reported data.
  • Lack of diverse population representation.

Evidence Library

Build your evidence library

Save research, organize studies, and quickly find important evidence again.

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 Body Weight, Digital Lifestyle Interventions and Weight Loss Outcomes.

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.

Questions answered by this study

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

Does Digital Lifestyle Interventions affect body weight?

Strong Evidence

Digital Lifestyle Interventions appears to improve Body Weight.

ConsistencyScore™: Results are consistent across studies.

Ranked evidence signals

  1. 1

    Body weight

    EvidenceScore™ Moderate | EvidenceScore™ 69.0 | strong positive | ConsistencyScore™ Consistent | 1 study

Why this answer: This answer is based on 7 supporting studies with consistent results and a positive effect signal.

Limitations

  • Population details are unavailable.
7 supporting studiesUpdated: Aug 2026

Does Digital Lifestyle Interventions affect weight loss outcomes?

Moderate Evidence

Digital Lifestyle Interventions appears to improve Weight Loss Outcomes.

ConsistencyScore™: Results are consistent across studies.

Ranked evidence signals

  1. 1

    Weight loss at 6 months

    EvidenceScore™ Moderate | EvidenceScore™ 69.0 | strong positive | ConsistencyScore™ Consistent | 1 study

Why this answer: This answer is based on a small number of supporting studies and should be interpreted cautiously.

Limitations

  • Only a small number of supporting studies are available.
  • Population details are unavailable.
2 supporting studiesUpdated: Aug 2026

Does Digital-based lifestyle intervention improve discrepancy associated with baseline weight after 6 months?

Emerging Evidence

Current evidence does not show a clear benefit of Digital-based lifestyle intervention for Discrepancy associated with baseline weight after 6 months.

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

Ranked evidence signals

  1. 1

    Discrepancy associated with baseline weight after 6 months

    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

Does Digital-based lifestyle intervention improve discrepancy between clinically measured weight and self-reported weight after 12 months?

Emerging Evidence

Current evidence does not show a clear benefit of Digital-based lifestyle intervention for Discrepancy between clinically measured weight and self-reported weight after 12 months.

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

Ranked evidence signals

  1. 1

    Discrepancy between clinically measured weight and self-reported weight after 12 months

    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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