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Posts by Will Coon, PhD

Sleep EEG foundation models reveal within-stage microstructure that improves health screening beyond traditional stages Sleep is a rich longitudinal biosignal reflecting integrated brain and systemic physiology, yet polysomnography reduces to a lossy clinical interface of coarse, human-defined stages. We asked whether ...

Sleep staging throws away information! A sleep foundation model learns hidden sleep microstructure that improves prediction of health, demographics, and cognition beyond traditional staging. Excited to share the preprint — now under peer review at npj Digital Medicine! doi.org/10.21203/rs....

1 month ago 0 0 0 0

Tracking Sleep-Linked Brain Fluid Dynamics Using Modified fNIRS: A Novel Noninvasive Window into Glymphatic Function www.biorxiv.org/content/10.1101/2025.10....

5 months ago 0 1 0 0
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ezscore-f: A Set of Freely Available, Validated Sleep Stage Classifiers for Forehead EEG The increasing availability of wearable forehead EEG devices, such as the Hypnodyne ZMax, open-source DCM, CGX PatchEEG, and many others, has significantly expanded opportunities for convenient, at-ho...

Companion preprint for ezscore-f!: www.biorxiv.org/content/10.1...

8 months ago 4 1 0 0
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GitHub - coonwg1/ezscore: ezscore-f: artifact-aware sleep stage classifiers for forehead EEG ezscore-f: artifact-aware sleep stage classifiers for forehead EEG - coonwg1/ezscore

check out this new sleep stage classifier specifically designed for forehead EEG. ezscore is in active development and new device-agnostic models will post this month; let us know how it works and how we can improve it for YOU!: github.com/coonwg1/ezsc...

8 months ago 3 1 0 0