Diabetes technology

A mobile device-based ecological momentary assessment in adolescents and young adults with diabetes: a systematic review and meta-analysis

Diabetes Res Clin PractPublished Systematic review and meta-analysis

Authors' conclusion

Evidence on mobile-EMA in AYA with diabetes remains limited.

Study context

Population
Adolescents and young adults (AYA) with T1D or T2D using mobile ecological momentary assessment (mobile-EMA); English-language studies, searched through November 7, 2024
Participants
703 adolescents9 studies
Outcome
Participant compliance with mobile-EMA protocols
Methodological detailsrandom-effects
  • Random-effects

Pooled result

As reported in the abstract

Pooled mobile-EMA compliance

Random-effects pooled estimate of compliance

70%

95% CI 60–79%

Further pooled results

Moderators of compliance

Higher prompting associated with greater compliance (β, SE = 0.0183, p = 0.009)
0.0701
Study length and participant burden were not associated with compliance

Protocol characteristics

Used participants' personal smartphones
67%
Nearly all studies used time-based sampling over 4-30 days
Common measures: glucose, diabetes self-care, psychosocial

Original publication

A mobile device-based ecological momentary assessment in adolescents and young adults with diabetes: a systematic review and meta-analysis. Diabetes Res Clin Pract. Published 6 May 2026. doi:10.1016/j.diabres.2026.113302

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