Cargando…
Screening for Obstructive Sleep Apnea Risk by Using Machine Learning Approaches and Anthropometric Features
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 models based on easily accessed anthropometric features to screen for th...
Autores principales: | Tsai, Cheng-Yu, Huang, Huei-Tyng, Cheng, Hsueh-Chien, Wang, Jieni, Duh, Ping-Jung, Hsu, Wen-Hua, Stettler, Marc, Kuan, Yi-Chun, Lin, Yin-Tzu, Hsu, Chia-Rung, Lee, Kang-Yun, Kang, Jiunn-Horng, Wu, Dean, Lee, Hsin-Chien, Wu, Cheng-Jung, Majumdar, Arnab, Liu, Wen-Te |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9694257/ https://www.ncbi.nlm.nih.gov/pubmed/36433227 http://dx.doi.org/10.3390/s22228630 |
Ejemplares similares
-
Associations between risk of Alzheimer's disease and obstructive sleep apnea, intermittent hypoxia, and arousal responses: A pilot study
por: Tsai, Cheng-Yu, et al.
Publicado: (2022) -
Continuous Positive Airway Pressure Reduces Plasma Neurochemical Levels in Patients with OSA: A Pilot Study
por: Liu, Wen-Te, et al.
Publicado: (2023) -
Screening the risk of obstructive sleep apnea by utilizing supervised learning techniques based on anthropometric features and snoring events
por: Tsai, Cheng-Yu, et al.
Publicado: (2023) -
Associations between air pollution, intracellular-to-extracellular water distribution, and obstructive sleep apnea manifestations
por: Tsai, Cheng-Yu, et al.
Publicado: (2023) -
Differentiation Model for Insomnia Disorder and the Respiratory Arousal Threshold Phenotype in Obstructive Sleep Apnea in the Taiwanese Population Based on Oximetry and Anthropometric Features
por: Tsai, Cheng-Yu, et al.
Publicado: (2021)