Article

Multimodal sleep stage classification and label-free abnormality scoring in mid-to-older adults

2026-06-05

Abstract excerpt

<h4>Background</h4> Sleep fragmentation and reduced sleep efficiency are markers of disrupted sleep architecture linked to cognitive and age-related decline. Current assessments rely on subjective reports prone to recall bias, limiting their effectiveness for longitudinal monitoring. Data-driven analysis of sleep using physiological signals such as EEG and EMG remains underutilised, particularly in mid-to-older a...

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Literature Corpus work: aea79cf8-47cc-51b7-9fac-a20664e504a5
DOI: 10.64898/2026.05.28.26353980

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