Research

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

Impact of OSA Therapy on Healthcare Costs: Actuarial Analysis of OSA Prevalence, Therapy Adherence, Co-morbidity, and Costs in a Large Medicare Population Cohort

Chris R. Fernandez1 • Mark Kaiser1 • Jen McClurg1 • Sam Rusk1 • Nick Glattard1 • Fred Turkington1 • Yoav N. Nygate1 • Maggie Richard2 • Ian Duncan2 • Nathaniel Watson3 Access the Study Download the Poster Introduction Research studying the

How will artificial intelligence (AI) advance sleep medicine?

Nathaniel F. Watson1 • Cathy Goldstein2 • Sam Rusk3 • Chris Fernandez3 Download the Study Abstract Artificial intelligence (AI) combines clinical, environmental and laboratory based

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,