The implementation of an apnea-based perinatal stress calculator

M. Lavanga, O. De Wel, A. Caicedo, M. Deviaene, J. Moeyersons, C. Varon, B. Bollen, K. Jansen, E. Ortibus, G. Naulaers, S. Van Huffel

Producción científica: Capítulo en Libro/ReporteContribución a la conferencia

1 Cita (Scopus)

Resumen

Early life stress in the neonatal intensive care unit (NICU) predisposes premature infants to adverse health outcomes. Although those patients experience frequent apneas and sleep-wake disturbances during their hospital stay, clinicians still rely on clinical scales to assess pain and stress burden. This study addresses the relationship between stress and apneic spells in NICU patients to implement an automatic stress detector. EEG, ECG and SpO2 were recorded from 40 patients for at least 3 hours and the stress burden was assessed using the Leuven Pain Scale. Different logistic regression models were designed to detect the presence or the absence of stress based on the signals reactivity to each apneic spell. The classification shows that stress can be detected with an area under the curve of 0.94 and a misclassification error of 19.23%. These results were obtained via SpO2 dips and EEG regularity. These findings suggest that stress deepens the physiological reaction to apneas, which could ultimately impact the neurological and behavioral development.

Idioma originalInglés estadounidense
Título de la publicación alojada2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2019
EditorialInstitute of Electrical and Electronics Engineers Inc.
Páginas6000-6003
Número de páginas4
ISBN (versión digital)9781538613115
DOI
EstadoPublicada - jul. 2019
Evento41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2019 - Berlin, Alemania
Duración: jul. 23 2019jul. 27 2019

Serie de la publicación

NombreProceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS
ISSN (versión impresa)1557-170X

Conferencia

Conferencia41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2019
País/TerritorioAlemania
CiudadBerlin
Período7/23/197/27/19

Áreas temáticas de ASJC Scopus

  • Procesamiento de senales
  • Ingeniería biomédica
  • Visión artificial y reconocimiento de patrones
  • Informática aplicada a la salud

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