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AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts.

NPJ digital medicine·October 30, 2026·PMID 42963354

Why it matters

Sleep staging is labor-intensive and traditionally limited to 30-second epochs, hindering multi-center studies and biomarker discovery. AnySleep's channel-agnostic design and high-resolution scoring could enable harmonized analysis across heterogeneous datasets and uncover finer sleep dynamics relevant to neurological and performance-related conditions.

Infographic summary of AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts.
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