Estimation of Apnea-Hypopnea Index Using Deep Learning On 3-D Craniofacial Scans

Umaer Rashid Hanif,Eileen B Leary,Logan D Schneider,Rasmus Reinhold Paulsen,Anne Marie Morse,Adam Blackman,Paula K Schweitzer,Clete A Kushida,Stanley Y Liu,Poul Jennum,Helge Bjarup Dissing Sorensen,Emmanuel Mignot

IEEE Journal of Biomedical and Health Informatics（2021）

引用 15|浏览10

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摘要

Obstructive sleep apnea (OSA) is characterized by decreased breathing events that occur through the night, with severity reported as the apnea-hypopnea index (AHI), which is associated with certain craniofacial features. In this study, we used data from 1366 patients collected as part of Stanford Technology Analytics and Genomics in Sleep (STAGES) across 11 US and Canadian sleep clinics and analyz...

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关键词

Three-dimensional displays,Sleep apnea,Neck,Indexes,Faces,Bioinformatics,Standards

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