Visual and automatic classification of the cyclic alternating pattern in electroencephalography during sleep.

Braz J Med Biol Res

LaSEEB - Evolutionary Systems and Biomedical Engineering Laboratory, Institute for Systems and Robotics (ISR-Lisboa), Instituto Superior Técnico (IST), University of Lisbon, Lisbon, Portugal.

Published: February 2019

AI Article Synopsis

  • The study investigates the effectiveness of visual scoring of the cyclic alternating pattern (CAP) using just one channel of EEG data, aiming to assess how well different scorers agree on their evaluations.
  • The analysis included 16 hours of recordings from four sleep laboratories, with seven independent scorers and two automatic scoring systems involved in the comparison.
  • Results showed good inter-scorer agreement (averaging 69.9%) and demonstrated that CAP can be reliably scored with a single EEG channel, making it potentially suitable for integration into sleep scoring systems.

Article Abstract

Cyclic alternating pattern (CAP) is a neurophysiological pattern that can be visually scored by international criteria. The aim of this study was to verify the feasibility of visual CAP scoring using only one channel of sleep electroencephalogram (EEG) to evaluate the inter-scorer agreement in a variety of recordings, and to compare agreement between visual scoring and automatic scoring systems. Sixteen hours of single-channel European data format recordings from four different sleep laboratories with either C4-A1 or C3-A2 channels and with different sampling frequencies were used in this study. Seven independent scorers applied visual scoring according to international criteria. Two automatic blind scorings were also evaluated. Event-based inter-scorer agreement analysis was performed. The pairwise inter-scorer agreement (PWISA) was between 55.5 and 84.3%. The average PWISA was above 60% for all scorers and the global average was 69.9%. Automatic scoring systems showed similar results to those of visual scoring. The study showed that CAP could be scored using only one EEG channel. Therefore, CAP scoring might also be integrated in sleep scoring features and automatic scoring systems having similar performances to visual sleep scoring systems.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC6393849PMC
http://dx.doi.org/10.1590/1414-431X20188059DOI Listing

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