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Influence of Photoplethysmogram Signal Quality on Pulse Arrival Time during Polysomnography.

Mantas Rinkevičius, Peter H Charlton, Raquel Bailón, Vaidotas Marozas

Mar 30, 2023

Intervals of low-quality photoplethysmogram (PPG) signals might lead to significant inaccuracies in estimation of pulse arrival time (PAT) during polysomnography (PSG) studies. While PSG is considered to be a "gold standard"...

electrocardiogram photoplethysmogram PAT T wave obstructive sleep apnea polysomnography Spo2 Hypopnea Irregular Heart Rhythm R Wave Pulse Onset Humans Sleep Apnea Obstructive Oxygen Photoplethysmography polysomnography Heart Rate

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Screening for Obstructive Sleep Apnea Risk by Using Machine Learning Approaches and Anthropometric Features.

Cheng-Yu Tsai, Huei-Tyng Huang, Hsueh-Chien Cheng, Jieni Wang, Ping-Jung Duh, Wen-Hua Hsu, Marc Stettler, Yi-Chun Kuan, Yin-Tzu Lin, Chia-Rung Hsu, Kang-Yun Lee, Jiunn-Horng Kang, Dean Wu, Hsin-Chien Lee, Cheng-Jung Wu, Arnab Majumdar, Wen-Te Liu

Jan 04, 2023

Obstructive sleep apnea (OSA) is a global health concern and is typically diagnosed using in-laboratory polysomnography (PSG). However, PSG is highly time-consuming and labor-intensive. We, therefore, developed machine learning...

anthropometric features obstructive sleep apnea polysomnography Random Forest visceral fat level Humans Bayes Theorem Sleep Apnea Obstructive polysomnography Anthropometry Machine Learning

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