Performance Investigation of Somfit Sleep Staging Algorithm.

Marcus McMahonJeremy GoldinElizabeth Susan KealyDarrel Joseph WicksEugene ZilbergWarwick FreemanBehzad Aliahmad

Published in: Nature and science of sleep (2024)

Agreement between Somfit and PSG hypnograms was non-inferior to PSG interscorer agreement for a number of scorers, thus confirming acceptability of electrode placement at the center of the forehead. The directions for algorithm improvement include additional arousal detection, integration of motion and oximetry signals and separate inference models for individual sleep stages.

Keyphrases

machine learning
deep learning
sleep quality
physical activity
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neural network
single cell
loop mediated isothermal amplification
real time pcr
depressive symptoms
quantum dots