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Updated: Jun 16, 2026

Setup of Consumer Wearable Devices for Exposure and Health Monitoring in Population Studies
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The Accuracy of a Commercial Wearable Neonatal Home-Monitoring Device: A Simulation Study.

Amelia N Noone1, Danielle N Bailey1, Tara M Crawford1

  • 1Robinson Research Institute, College of Health, Adelaide University, Adelaide, South Australia, Australia.

Journal of Paediatrics and Child Health
|June 15, 2026
PubMed
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Wearable accelerometer accuracy for newborn breathing and apnea detection depends on pressure. Higher pressures improve accuracy, but alert times vary, requiring further investigation for reliable home monitoring.

Area of Science:

  • Biomedical Engineering
  • Neonatal Monitoring
  • Wearable Technology

Background:

  • Wearable newborn-monitoring devices are increasingly popular for home use.
  • Accelerometer-based detection of breathing movements is one approach.
  • The accuracy of these devices needs thorough evaluation.

Purpose of the Study:

  • To investigate the accuracy of breathing and apnea detection using a wearable accelerometer in a simulated neonatal environment.
  • To evaluate the impact of different peak inspiratory pressure (PIP) levels on detection accuracy.

Main Methods:

  • A simulated neonatal environment using a mannequin and an accelerometer suit connected to a mobile app (Goldilocks).
  • Ventilation was delivered via endotracheal tube at varying PIP levels (5-25 cmH2O) followed by simulated apnea.
Keywords:
accelerometryapnoeainfantmannequinsimulationwearable electronic device

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  • Detection and alert times were recorded and analyzed for accuracy across PIP levels.

    • Main Results:

    • Accelerometer accuracy was pressure-dependent, with reduced performance at 5 cmH2O PIP.
    • Optimal accuracy for both breathing and apnea detection was observed at 20 cmH2O PIP.
    • Apnea detection alarm times varied significantly, ranging from 31 to 60 seconds.

    Conclusions:

    • A minimum pressure threshold is necessary for reliable monitoring with accelerometer-based devices.
    • Variable app alert times complicate the accurate detection of adverse events.
    • Rigorous investigation is essential to determine the true utility of neonatal wearable home-monitoring devices.