Maintenance Notice

Due to necessary scheduled maintenance, the JMIR Publications website will be unavailable from Wednesday, July 01, 2020 at 8:00 PM to 10:00 PM EST. We apologize in advance for any inconvenience this may cause you.

Who will be affected?

Accepted for/Published in: Journal of Medical Internet Research

Date Submitted: May 1, 2025
Date Accepted: Dec 30, 2025

The final, peer-reviewed published version of this preprint can be found here:

The Feasibility of Smartwatch Micro–Ecological Momentary Assessment for Tracking Eating Patterns of Malaysian Children and Adolescents in the South-East Asian Community Observatory Child Health Update 2020: Cross-Sectional Study

Lane R, Millard LAC, Salway R, Stone CJ, Skinner AL, Brady SM, Mariapun J, Rajakumar S, Ramadas A, Rizal H, Johnson L, Su TT, Armstrong MG

The Feasibility of Smartwatch Micro–Ecological Momentary Assessment for Tracking Eating Patterns of Malaysian Children and Adolescents in the South-East Asian Community Observatory Child Health Update 2020: Cross-Sectional Study

J Med Internet Res 2026;28:e73435

DOI: 10.2196/73435

PMID: 41649858

PMCID: 12924041

The Feasibility of Smartwatch Micro Ecological Momentary Assessment for Tracking Eating Patterns of Malaysian Children and Adolescents in the SEACO Child Health Update 2020: a Cross-Sectional Study

  • Richard Lane; 
  • Louise A C Millard; 
  • Ruth Salway; 
  • Chris J Stone; 
  • Andy L Skinner; 
  • Sophia M Brady; 
  • Jeevitha Mariapun; 
  • Sutha Rajakumar; 
  • Amutha Ramadas; 
  • Hussein Rizal; 
  • Laura Johnson; 
  • Tin Tin Su; 
  • Miranda Glynis Armstrong

ABSTRACT

Background:

Mobile-phone ecological momentary assessment (EMA) methods are a well-established measure of eating and drinking behaviours, but compliance can be poor. Micro-EMA (μEMA), which collects information with single tap response to brief questions on smartwatches, offers a novel application that may improve response rates. To our knowledge, there is no data evaluating μEMA to measure eating habits in children or in low-to-middle income countries.

Objective:

We investigated the feasibility of micro-EMA to measure eating in Malaysian children and adolescents.

Methods:

We invited 100 children and adolescents aged 7-18 in Segamat, Malaysia to participate in 2021-2022. Smartwatches were distributed to 83 children and adolescents who agreed to participate. Participants were asked to wear the smartwatch for 8 days and respond to 12 prompts hourly from 8am to 8pm, asking for information on their meals, snacks and drinks consumed. A questionnaire captured their experiences using the smartwatch and μEMA interface. Response rate (proportion of prompts responded to) assessed participants’ adherence. We explored associations between response rate with time of day, across days, age and sex using multi-level binomial logistic regression modelling.

Results:

Eighty-two participants provided usable smartwatch data. The median number (inter-quartile range) of meals, drinks and snacks per day were 2 (2 - 4), 3 (1 - 5) and 1 (0 - 2) respectively on the first day of the study. The median response rate across the study was 68% (quartiles: [50, 83]). The response rate decreased across study days from 74% (68, 78) on day 1 to 40% (30, 50) on day 7 (odds ratio [OR] per study day: 0.73 [95% confidence interval [CI]: 0.64, 0.83]). Response rate was lowest at the start of the day, and highest between the hours of 12:00-14:00. Female participants responded to more prompts than male participants (OR: 1.72 95% CI: [1.03, 2.86). There was no evidence of differential response by age (OR: 0.73 95% CI: [0.41, 1.28]). Most participants (65%) rated their experience using the smartwatch positively, with 33 % saying they were happy to participate in future studies using the smartwatch. For children that didn’t wear the smartwatch for the full study duration (n=22), discomfort was the most common complaint (41%).

Conclusions:

In this study of the feasibility of μEMA on smartwatches to measure eating in Malaysian children we found the method was acceptable. However, response rates declined across study days resulting in substantial missingness. Future studies (e.g. through focus groups) should explore approaches to improving response to event prompts, trial alternative devices to increase children’s comfort and evaluate revised protocols for reporting of intake events.


 Citation

Please cite as:

Lane R, Millard LAC, Salway R, Stone CJ, Skinner AL, Brady SM, Mariapun J, Rajakumar S, Ramadas A, Rizal H, Johnson L, Su TT, Armstrong MG

The Feasibility of Smartwatch Micro–Ecological Momentary Assessment for Tracking Eating Patterns of Malaysian Children and Adolescents in the South-East Asian Community Observatory Child Health Update 2020: Cross-Sectional Study

J Med Internet Res 2026;28:e73435

DOI: 10.2196/73435

PMID: 41649858

PMCID: 12924041

Download PDF


Request queued. Please wait while the file is being generated. It may take some time.

© The authors. All rights reserved. This is a privileged document currently under peer-review/community review (or an accepted/rejected manuscript). Authors have provided JMIR Publications with an exclusive license to publish this preprint on it's website for review and ahead-of-print citation purposes only. While the final peer-reviewed paper may be licensed under a cc-by license on publication, at this stage authors and publisher expressively prohibit redistribution of this draft paper other than for review purposes.