An electroencephalography-based sleep index and supervised machine learning as a suitable tool for automated sleep classification in children.

Journal: Journal of clinical sleep medicine : JCSM : official publication of the American Academy of Sleep Medicine
Published Date: Mar 1, 2024

Abstract

STUDY OBJECTIVES: Although sleep is frequently disrupted in the pediatric intensive care unit, it is currently not possible to perform real-time sleep monitoring at the bedside. In this study, spectral band powers of electroencephalography data are used to derive a simple index for sleep classification.

Authors

  • Eris van Twist
    Department of Neonatal and Pediatric Intensive Care, Division of Pediatric Intensive Care, Erasmus MC Sophia Children's Hospital, Rotterdam, The Netherlands.
  • Floor W Hiemstra
    Department of Intensive Care, Leiden University Medical Centre, Leiden, The Netherlands.
  • Arnout B G Cramer
    Department of Neonatal and Pediatric Intensive Care, Division of Pediatric Intensive Care, Erasmus MC Sophia Children's Hospital, Rotterdam, The Netherlands.
  • Sascha C A T Verbruggen
    Department of Neonatal and Pediatric Intensive Care, Division of Pediatric Intensive Care, Erasmus MC Sophia Children's Hospital, Rotterdam, The Netherlands.
  • David M J Tax
    Pattern Recognition Laboratory, Faculty of Electrical Engineering, Mathematics and Computer Science, Delft University of Technology, Van Mourik Broekmanweg 6, 2628 XE Delft, The Netherlands.
  • Koen Joosten
    Department of Neonatal and Pediatric Intensive Care, Division of Pediatric Intensive Care, Erasmus MC Sophia Children's Hospital, Rotterdam, The Netherlands.
  • Maartje Louter
    Division of Clinical Neurophysiology, Department of Neurology, Erasmus MC, Rotterdam, The Netherlands.
  • Dirk C G Straver
    Division of Clinical Neurophysiology, Department of Neurology, Erasmus MC, Rotterdam, The Netherlands.
  • Matthijs de Hoog
    Department of Neonatal and Pediatric Intensive Care, Division of Pediatric Intensive Care, Erasmus MC Sophia Children's Hospital, Rotterdam, The Netherlands.
  • Jan Willem Kuiper
    Department of Neonatal and Pediatric Intensive Care, Division of Pediatric Intensive Care, Erasmus MC Sophia Children's Hospital, Rotterdam, The Netherlands.
  • Rogier C J de Jonge
    Department of Neonatal and Pediatric Intensive Care, Division of Pediatric Intensive Care, Erasmus MC Sophia Children's Hospital, Rotterdam, The Netherlands.

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