AI and Sleep Archives

Sleep Architecture Associations with Brain Age: A Multi-Site Model Validation

Thomas J Vanasse, PhD1 • Sam Rusk, BS1 • Yoav N. Nygate, MS1 • Chris R. Fernandez, MS1 • Jiaxiao M. Shi, PhD2 • Jessica Arguelles, BS2 • Matthew T. Klimper, BS2 • Emerson M. Wickwire, PhD3 • Nathaniel F. Watson,

Deep Learning to Predict PAP Adherence in Obstructive Sleep Apnea

Sam Rusk, BS1 • Yoav N. Nygate, MS1 • Chris R. Fernandez, MS1 • Jiaxiao M. Shi, PhD2 • Jessica Arguelles, BS2 • Matthew T. Klimper, BS2 • Nathaniel F. Watson, MD, MS3 • Robert Stretch PhD4 • Michelle Zeidler PhD5 • Anupamjeet Sekhon,

Artificial Intelligence to Aid in Diagnosis of Type I Narcolepsy

Yoav N. Nygate, MS1 • Sam Rusk, BS1 • Chris R. Fernandez, MS1 • Zac Winzurk, BS1 • Emerson M. Wickwire, PhD2 • Emmanuel Mignot, MD, PhD3 • Nathaniel F. Watson, MD, MS4 Access the Abstract

Use of Artificial Intelligence for Early Characterization of Patients with RBD

Sam Rusk, BS1 • Joseph Cataline, MD2 • Yoav N. Nygate, MS1 • Jiansan Gu, MD2 • Natalie Witek, MD2 • Chris R. Fernandez, MS1 • Nathaniel F. Watson, MD, MS3 • James Herdegen, MD2 Access the Abstract

Deep Learning Classification of Future PAP Adherence based on CMS and other Adherence Criteria

Sam Rusk, BS1 • Yoav N. Nygate, MS1 • Chris R. Fernandez, MS1 • Jiaxiao M. Shi, PhD2 • Jessica Arguelles, BS2 • Matthew T. Klimper, BS2 • Nathaniel F. Watson, MD, MS3 • Robert Stretch MD4 • Michelle Zeidler MD5 • Anupamjeet

Polysomnography following an indeterminate HSAT: Low Compliance with AASM Guidelines

Yoav N. Nygate1 • Sam Rusk1 • Fred Turkington1 • Chris R. Fernandez1 • Nick Glattard1 • Matt Sprague1 • Zac Winzurk1 • Nathaniel Watson, MD, MSc2 Access

Evaluation of Healthcare Insurance Claims Record based Artificial Intelligence Screening Tools for Undiagnosed Obstructive Sleep

Sam Rusk, BS1 • Fred Turkington, BS1 • Chris R. Fernandez, MS1 • Yoav N. Nygate, MSc1 • Nick Glattard, MS1 • Melania Abrahamian, PhD1

Clinical Validation of AI Scoring in Adult and Pediatric Clinical PSG Samples Compared to Prospective, Double-Blind Scoring Panel

Chris R. Fernandez, MS1 • Sam Rusk, BS1 • Yoav N. Nygate, MSc1 • Nick Glattard, MS1 • Fred Turkington, BS1 • Nathaniel F. Watson,

Clinical Validation of AI Analysis of PPG Based Sleep-Wake Staging, Total Sleep Time, and Respiratory Rate

Nathaniel F. Watson, MD, MSc1 • Chris R. Fernandez, MS2 • Sam Rusk, BS2 • Yoav N. Nygate, MSc2 • Nick Glattard, MS2 • Fred

Redefining Positive Airway Pressure (PAP) Adherence Phenotypes Utilizing Deep Neural Networks and Unsupervised Clustering

Yoav N. Nygate, MS1 • Sam Rusk, BS1 • Chris R. Fernandez, MS1 • Nick Glattard, MS1 • Nathaniel F. Watson, MD, MSc2 • William