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Deep learning-based automatic scoring of drug-induced sleep endoscopy in obstructive sleep apnea.

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Title: Deep learning-based automatic scoring of drug-induced sleep endoscopy in obstructive sleep apnea.
Authors: Kim JY; Department of Otorhinolaryngology-Head and Neck Surgery, Ilsan Hospital, Dongguk University, Goyang, Gyeonggi-do, Republic of Korea., Mun SJ; Department of Otorhinolaryngology-Head and Neck Surgery, Pusan National University Yangsan Hospital, Yangsan, Gyeongsangnam-do, Republic of Korea., Baik YS; Department of Biomedical Engineering, Gachon University, Seongnam-si, Gyeonggi-do, Republic of Korea., Lee YS; Medical Devices R&D Center, Gil Medical Center, Incheon, Republic of Korea., Kim YJ; Department of Gachon Biomedical & Convergence Institute, Gachon University Gil Medical Center, Incheon, Republic of Korea., Oh J; Department of Otorhinolaryngology-Head and Neck Surgery, Seoul National University Bundang Hospital, Seongnam-si, Gyeonggi-do, Republic of Korea., Ryu G; Department of Otorhinolaryngology-Head and Neck Surgery, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea., Sung CM; Department of Otorhinolaryngology-Head and Neck Surgery, Chonnam National University Medical School, Gwangju, Republic of Korea., Heo SJ; Department of Otorhinolaryngology-Head and Neck Surgery, School of Medicine, Kyungpook National University, Daegu, Republic of Korea., Yang HC; Department of Otorhinolaryngology-Head and Neck Surgery, Chonnam National University Medical School, Gwangju, Republic of Korea., Kim HJ; Department of Otorhinolaryngology-Head and Neck Surgery, Seoul National University College of Medicine, Seoul, Republic of Korea., Kim HY; Department of Otorhinolaryngology-Head and Neck Surgery, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea., Cho KS; Department of Otorhinolaryngology-Head and Neck Surgery, Pusan National University School of Medicine, Pusan National University Hospital, Busan, South Korea., Kim KG; Department of Biomedical Engineering, College of IT Convergence, Gachon University, Seongnam, Gyeonggi-do, Republic of Korea. kimkg@gachon.ac.kr., Rhee CS; Department of Otorhinolaryngology-Head and Neck Surgery, Seoul National University College of Medicine, Seoul, Republic of Korea. csrhee@snu.ac.kr.
Source: NPJ digital medicine [NPJ Digit Med] 2026 Apr 28. Date of Electronic Publication: 2026 Apr 28.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101731738 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2398-6352 (Electronic) Linking ISSN: 23986352 NLM ISO Abbreviation: NPJ Digit Med
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Kim+JY%22">Kim JY</searchLink>; Department of Otorhinolaryngology-Head and Neck Surgery, Ilsan Hospital, Dongguk University, Goyang, Gyeonggi-do, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Mun+SJ%22">Mun SJ</searchLink>; Department of Otorhinolaryngology-Head and Neck Surgery, Pusan National University Yangsan Hospital, Yangsan, Gyeongsangnam-do, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Baik+YS%22">Baik YS</searchLink>; Department of Biomedical Engineering, Gachon University, Seongnam-si, Gyeonggi-do, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Lee+YS%22">Lee YS</searchLink>; Medical Devices R&D Center, Gil Medical Center, Incheon, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Kim+YJ%22">Kim YJ</searchLink>; Department of Gachon Biomedical & Convergence Institute, Gachon University Gil Medical Center, Incheon, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Oh+J%22">Oh J</searchLink>; Department of Otorhinolaryngology-Head and Neck Surgery, Seoul National University Bundang Hospital, Seongnam-si, Gyeonggi-do, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Ryu+G%22">Ryu G</searchLink>; Department of Otorhinolaryngology-Head and Neck Surgery, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Sung+CM%22">Sung CM</searchLink>; Department of Otorhinolaryngology-Head and Neck Surgery, Chonnam National University Medical School, Gwangju, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Heo+SJ%22">Heo SJ</searchLink>; Department of Otorhinolaryngology-Head and Neck Surgery, School of Medicine, Kyungpook National University, Daegu, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Yang+HC%22">Yang HC</searchLink>; Department of Otorhinolaryngology-Head and Neck Surgery, Chonnam National University Medical School, Gwangju, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Kim+HJ%22">Kim HJ</searchLink>; Department of Otorhinolaryngology-Head and Neck Surgery, Seoul National University College of Medicine, Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Kim+HY%22">Kim HY</searchLink>; Department of Otorhinolaryngology-Head and Neck Surgery, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Cho+KS%22">Cho KS</searchLink>; Department of Otorhinolaryngology-Head and Neck Surgery, Pusan National University School of Medicine, Pusan National University Hospital, Busan, South Korea.<br /><searchLink fieldCode="AU" term="%22Kim+KG%22">Kim KG</searchLink>; Department of Biomedical Engineering, College of IT Convergence, Gachon University, Seongnam, Gyeonggi-do, Republic of Korea. kimkg@gachon.ac.kr.<br /><searchLink fieldCode="AU" term="%22Rhee+CS%22">Rhee CS</searchLink>; Department of Otorhinolaryngology-Head and Neck Surgery, Seoul National University College of Medicine, Seoul, Republic of Korea. csrhee@snu.ac.kr.
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