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Cited by 294

The DOI matches its Crossref record; 31 of the 31 references it cites were found in a registry or an index.

Automatic Analysis of Single-Channel Sleep EEG: Validation in Healthy Individuals

Open access
Berthomier, Christian, Drouot, Xavier, Herman-Stoïca, Maria, Berthomier, Pierre, Prado, Jacques, Bokar-Thire, Djibril, Benoit, Odile, Mattout, Jérémie, d'Ortho, Marie-Pia·2007·Sleep

Abstract

STUDY OBJECTIVE: To assess the performance of automatic sleep scoring software (ASEEGA) based on a single EEG channel comparatively with manual scoring (2 experts) of conventional full polysomnograms. DESIGN: Polysomnograms from 15 healthy individuals were scored by 2 independent experts using conventional R&K rules. The results were compared to those of ASEEGA scoring on an epoch-by-epoch basis. SETTING: Sleep laboratory in the physiology department of a teaching hospital. PARTICIPANTS: Fifteen healthy volunteers. MEASUREMENTS AND RESULTS: The epoch-by-epoch comparison was based on classifying into 2 states (wake/sleep), 3 states (wake/REM/ NREM), 4 states (wake/REM/stages 1-2/SWS), or 5 states (wake/REM/ stage 1/stage 2/SWS). The obtained overall agreements, as quantified by the kappa coefficient, were 0.82, 0.81, 0.75, and 0.72, respectively. Furthermore, obtained agreements between ASEEGA and the expert consensual scoring were 96.0%, 92.1%, 84.9%, and 82.9%, respectively. Finally, when classifying into 5 states, the sensitivity and positive predictive value of ASEEGA regarding wakefulness were 82.5% and 89.7%, respectively. Similarly, sensitivity and positive predictive value regarding REM state were 83.0% and 89.1%. CONCLUSIONS: Our results establish the face validity and convergent validity of ASEEGA for single-channel sleep analysis in healthy individuals. ASEEGA appears as a good candidate for diagnostic aid and automatic ambulant scoring.

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Metadata

Authors
Berthomier, C., Drouot, X., Herman-Stoïca, M., Berthomier, P., Prado, J., Bokar-Thire, D., Benoit, O., Mattout, J., & d'Ortho, M.-P.
Venue
Sleep
Published
2007-11
Volume
30
Issue
11
Pages
1587-1595
ISSN
  • 0161-8105 (ISSN-L)
  • 1550-9109
OpenAlex
W2135280991
Cited by
294
References
31
FWCI
2.01
Type
journal article
Language
en
Open access
green

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CoChat. (2026). Citation check: Automatic Analysis of Single-Channel Sleep EEG: Validation in Healthy Individuals. https://app.cochat.ai/papers/10.1093/sleep/30.11.1587
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Berthomier, C., Drouot, X., Herman-Stoïca, M., Berthomier, P., Prado, J., Bokar-Thire, D., Benoit, O., Mattout, J., & d'Ortho, M.-P. (2007). Automatic Analysis of Single-Channel Sleep EEG: Validation in Healthy Individuals. Sleep. https://doi.org/10.1093/sleep/30.11.1587

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