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Deep Learning-Assisted Prediction of Hearing Outcomes After Anatomically Successful Type I Tympanoplasty.

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Title: Deep Learning-Assisted Prediction of Hearing Outcomes After Anatomically Successful Type I Tympanoplasty.
Authors: Liu TY; Department of Otolaryngology, Hsinchu Cathay General Hospital, Hsinchu, Taiwan.; Department of Biomedical Sciences and Engineering, National Central University, Taoyuan City, Taiwan., Chang HC; Institute of Population Health Sciences, National Health Research Institutes, Zhunan Township, Miaoli County, Taiwan., Wang PC; Department of Otolaryngology, Cathay General Hospital, Taipei, Taiwan.; School of Medicine, Fu-Jen Catholic University, New Taipei City, Taiwan., Hsu SY; Department of Otolaryngology, Cathay General Hospital, Taipei, Taiwan.; School of Medicine, Fu-Jen Catholic University, New Taipei City, Taiwan.; School of Medicine, National Tsing Hua University, Hsinchu, Taiwan., Fang TY; Department of Otolaryngology, Cathay General Hospital, Taipei, Taiwan.; School of Medicine, Fu-Jen Catholic University, New Taipei City, Taiwan.; Department of Otolaryngology, Sijhih Cathay General Hospital, New Taipei City, Taiwan., Pham VT; Department of Automation Engineering, Hanoi University of Science and Technology, Hanoi, Vietnam., Tran TT; Department of Automation Engineering, Hanoi University of Science and Technology, Hanoi, Vietnam., Lin C; Department of Biomedical Sciences and Engineering, National Central University, Taoyuan City, Taiwan., Lo MT; Department of Biomedical Sciences and Engineering, National Central University, Taoyuan City, Taiwan.
Source: Journal of otolaryngology - head & neck surgery = Le Journal d'oto-rhino-laryngologie et de chirurgie cervico-faciale [J Otolaryngol Head Neck Surg] 2026 Jan-Dec; Vol. 55, pp. 19160216261450491. Date of Electronic Publication: 2026 Jul 07.
Publication Type: Journal Article
Journal Info: Publisher: SAGE Publications Country of Publication: United States NLM ID: 101479544 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1916-0216 (Electronic) Linking ISSN: 19160208 NLM ISO Abbreviation: J Otolaryngol Head Neck Surg Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Deep Learning-Assisted Prediction of Hearing Outcomes After Anatomically Successful Type I Tympanoplasty.
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  Data: <searchLink fieldCode="AU" term="%22Liu+TY%22">Liu TY</searchLink>; Department of Otolaryngology, Hsinchu Cathay General Hospital, Hsinchu, Taiwan.; Department of Biomedical Sciences and Engineering, National Central University, Taoyuan City, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chang+HC%22">Chang HC</searchLink>; Institute of Population Health Sciences, National Health Research Institutes, Zhunan Township, Miaoli County, Taiwan.<br /><searchLink fieldCode="AU" term="%22Wang+PC%22">Wang PC</searchLink>; Department of Otolaryngology, Cathay General Hospital, Taipei, Taiwan.; School of Medicine, Fu-Jen Catholic University, New Taipei City, Taiwan.<br /><searchLink fieldCode="AU" term="%22Hsu+SY%22">Hsu SY</searchLink>; Department of Otolaryngology, Cathay General Hospital, Taipei, Taiwan.; School of Medicine, Fu-Jen Catholic University, New Taipei City, Taiwan.; School of Medicine, National Tsing Hua University, Hsinchu, Taiwan.<br /><searchLink fieldCode="AU" term="%22Fang+TY%22">Fang TY</searchLink>; Department of Otolaryngology, Cathay General Hospital, Taipei, Taiwan.; School of Medicine, Fu-Jen Catholic University, New Taipei City, Taiwan.; Department of Otolaryngology, Sijhih Cathay General Hospital, New Taipei City, Taiwan.<br /><searchLink fieldCode="AU" term="%22Pham+VT%22">Pham VT</searchLink>; Department of Automation Engineering, Hanoi University of Science and Technology, Hanoi, Vietnam.<br /><searchLink fieldCode="AU" term="%22Tran+TT%22">Tran TT</searchLink>; Department of Automation Engineering, Hanoi University of Science and Technology, Hanoi, Vietnam.<br /><searchLink fieldCode="AU" term="%22Lin+C%22">Lin C</searchLink>; Department of Biomedical Sciences and Engineering, National Central University, Taoyuan City, Taiwan.<br /><searchLink fieldCode="AU" term="%22Lo+MT%22">Lo MT</searchLink>; Department of Biomedical Sciences and Engineering, National Central University, Taoyuan City, Taiwan.
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  Data: <searchLink fieldCode="JN" term="%22101479544%22">Journal of otolaryngology - head & neck surgery = Le Journal d'oto-rhino-laryngologie et de chirurgie cervico-faciale</searchLink> [J Otolaryngol Head Neck Surg] 2026 Jan-Dec; Vol. 55, pp. 19160216261450491. <i>Date of Electronic Publication: </i>2026 Jul 07.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22SAGE+Publications%22">SAGE Publications </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>101479544 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1916-0216 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2219160208%22">19160208 </searchLink><i>NLM ISO Abbreviation: </i>J Otolaryngol Head Neck Surg <i>Subsets: </i>MEDLINE
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      – Type: doi
        Value: 10.1177/19160216261450491
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      – Code: eng
        Text: English
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        StartPage: 19160216261450491
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      – TitleFull: Deep Learning-Assisted Prediction of Hearing Outcomes After Anatomically Successful Type I Tympanoplasty.
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            NameFull: Chang HC
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            – D: 01
              M: 01
              Text: 2026 Jan-Dec
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              Y: 2026
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              Value: 1916-0216
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              Value: 55
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            – TitleFull: Journal of otolaryngology - head & neck surgery = Le Journal d'oto-rhino-laryngologie et de chirurgie cervico-faciale
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