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Explore 40+ research abstracts from our clinical and AI experts driving innovation in healthcare.

Home Sleep Apnea Test (HSAT) Factors Driving AFib Risk: Is Sleep Quality More Important than OSA Severity or Hypoxemia?
Jan Wodnicki BSc1 • Chris Fernandez, MS1 • Yoav Nygate, MS1 • Nick Glattard, MS1 • Tom Vanasse, PhD1...
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Beyond ECG: Robust Deep Learning-enabled Atrial Fibrillation Detection in HSATs with PPG
Jan Wodnicki BSc1 • Chris Fernandez, MS1 • Yoav Nygate, MS1 • Nick Glattard, MS1 • Matt Sprague, MS1...
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Narcolepsy Risk Screening at Scale with Multi-Night PPG
Nathaniel F. Watson, MD, MSc1 • Yoav Nygate, MSc2 • Sam Rusk BSc2 • Chris Fernandez, MSc2 Access...
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Further Development of Photoplethysmography (PPG) Based Narcolepsy Type-1 Detection for HSATs
Chris Fernandez, MS1 • Tom Vanasse, PhD1 • Yoav Nygate, MS1 • Sam Rusk BSc1 • Matt Sprague, MS1 •  Jan...
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Detecting Major Depressive Disorder from Sleep EEG Using Artificial Intelligence
Matt Sprague, MS1 • Chris Fernandez, MS1 • Yoav Nygate, MS1 • Sam Rusk1 • Tom Vanasse, PhD1 • Jan Wodnicki1...
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Validation of an Artificial Intelligence Based Single-Channel Photoplethysmography (PPG) Home Sleep Apnea Test (HSAT)
Nathaniel F. Watson, MD, MSc, Yoav Nygate, MS, Sam Rusk, Matt Sprague, MS, Tom Vanasse, PhD, Jan Wodnicki,...
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Narcolepsy, Depression, and REM Suppressing Antidepressants: Comorbidity & Confound Impacts on Sleep Architecture and Diagnostic Sensitivity
Chris R. Fernandez, MS1 • Sam Rusk1 • Yoav N. Nygate, MS1 • Nathaniel F. Watson, MD, MSc2 • James Herdegen,...
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Is Brain Age Malleable to Sleep Apnea Therapy? An Exploratory Positive Airway Pressure Titration and Machine Learning-based Brain Age Study
Yoav N. Nygate, MSc1 • Tom J. Vanasse, PhD1 • Sam Rusk, BSc1 • Chris R. Fernandez, MSc1 • Nathaniel F....
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Clinical Validation of ECG-Based Obstructive Sleep Apnea Screening Using Machine Learning
Yoav N. Nygate, MSc1 • Matt Sprague, MSc1 • Sam Rusk, BSc1 • Chris R. Fernandez, MSc1 • Nathaniel F....
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Evaluating the Impact of Multi-Night Home Sleep Apnea Testing for Obstructive Sleep Apnea Diagnosis
Yoav Nygate, MSc1 • Jan Wodnicki, BSc1 • Sam Rusk, BSc1 • Chris Fernandez, MSc1 • Dennis Hwang2 • Nathaniel...
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AI-enabled Narcolepsy Type-1 Screening with PPG: a Proof-of-Concept Study
Chris R. Fernandez, MS1 • Sam Rusk1 • Yoav N. Nygate, MSc1 • Arturo Pina2 • Enrique Torres2 • John Bailey2...
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Association Between Positive Airway Pressure Therapy and Healthcare Costs Among Older Adults with Comorbid Obstructive Sleep Apnea and Common Chronic Conditions: An Actuarial Analysis
Emerson M. Wickwire1,2 • Chris R. Fernandez, MS3 • Nhan Huynh4 • Nathaniel F. Watson, MD, MS3,5 • Ian...
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