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Hybrid artificial intelligence frameworks for otoscopic diagnosis: Integrating convolutional neural networks and large language models toward real-time mobile health.

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Title: Hybrid artificial intelligence frameworks for otoscopic diagnosis: Integrating convolutional neural networks and large language models toward real-time mobile health.
Authors: Chu YC; Department of Information Management, Taipei Veterans General Hospital, Taipei.; Big Data Canter, Taipei Veterans General Hospital, Taipei.; Department of Information Management, National Taipei University of Nursing and Health Sciences, Taipei., Chen YC; Department of Otolaryngology-Head and Neck Surgery, Kaohsiung Municipal Gangshan Hospital (Outsourced by Show-Chwan Memorial Hospital), Kaohsiung.; Institute of Brain Science, National Yang Ming Chiao Tung University, Taipei., Hsu CY; Department of Information Management, National Taipei University of Nursing and Health Sciences, Taipei.; Master Program in Global Health and Health Security, College of Public Health, Taipei Medical University, Taipei., Kuo CT; Department of Information Management, Taipei Veterans General Hospital, Taipei.; Department of Information Management, National Taipei University of Nursing and Health Sciences, Taipei., Cheng YF; Institute of Brain Science, National Yang Ming Chiao Tung University, Taipei.; Department of Otolaryngology-Head and Neck Surgery, Taipei Veterans General Hospital, Taipei.; Faculty of Medicine, National Yang Ming Chiao Tung University, Taipei.; Department of Medical Research, Taipei Veterans General Hospital, Taipei., Lin KH; Department of Information Management, Taipei Veterans General Hospital, Taipei.; Department of Information Management, National Taipei University of Nursing and Health Sciences, Taipei., Liao WH; Department of Otolaryngology-Head and Neck Surgery, Taipei Veterans General Hospital, Taipei.; Faculty of Medicine, National Yang Ming Chiao Tung University, Taipei.
Source: Digital health [Digit Health] 2025 Nov 20; Vol. 11, pp. 20552076251395449. Date of Electronic Publication: 2025 Nov 20 (Print Publication: 2025).
Publication Type: Journal Article
Journal Info: Publisher: SAGE Publications Ltd Country of Publication: United States NLM ID: 101690863 Publication Model: eCollection Cited Medium: Print ISSN: 2055-2076 (Print) Linking ISSN: 20552076 NLM ISO Abbreviation: Digit Health Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: Hybrid artificial intelligence frameworks for otoscopic diagnosis: Integrating convolutional neural networks and large language models toward real-time mobile health.
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  Data: <searchLink fieldCode="AU" term="%22Chu+YC%22">Chu YC</searchLink>; Department of Information Management, Taipei Veterans General Hospital, Taipei.; Big Data Canter, Taipei Veterans General Hospital, Taipei.; Department of Information Management, National Taipei University of Nursing and Health Sciences, Taipei.<br /><searchLink fieldCode="AU" term="%22Chen+YC%22">Chen YC</searchLink>; Department of Otolaryngology-Head and Neck Surgery, Kaohsiung Municipal Gangshan Hospital (Outsourced by Show-Chwan Memorial Hospital), Kaohsiung.; Institute of Brain Science, National Yang Ming Chiao Tung University, Taipei.<br /><searchLink fieldCode="AU" term="%22Hsu+CY%22">Hsu CY</searchLink>; Department of Information Management, National Taipei University of Nursing and Health Sciences, Taipei.; Master Program in Global Health and Health Security, College of Public Health, Taipei Medical University, Taipei.<br /><searchLink fieldCode="AU" term="%22Kuo+CT%22">Kuo CT</searchLink>; Department of Information Management, Taipei Veterans General Hospital, Taipei.; Department of Information Management, National Taipei University of Nursing and Health Sciences, Taipei.<br /><searchLink fieldCode="AU" term="%22Cheng+YF%22">Cheng YF</searchLink>; Institute of Brain Science, National Yang Ming Chiao Tung University, Taipei.; Department of Otolaryngology-Head and Neck Surgery, Taipei Veterans General Hospital, Taipei.; Faculty of Medicine, National Yang Ming Chiao Tung University, Taipei.; Department of Medical Research, Taipei Veterans General Hospital, Taipei.<br /><searchLink fieldCode="AU" term="%22Lin+KH%22">Lin KH</searchLink>; Department of Information Management, Taipei Veterans General Hospital, Taipei.; Department of Information Management, National Taipei University of Nursing and Health Sciences, Taipei.<br /><searchLink fieldCode="AU" term="%22Liao+WH%22">Liao WH</searchLink>; Department of Otolaryngology-Head and Neck Surgery, Taipei Veterans General Hospital, Taipei.; Faculty of Medicine, National Yang Ming Chiao Tung University, Taipei.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22SAGE+Publications+Ltd%22">SAGE Publications Ltd </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>101690863 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Print <i>ISSN: </i>2055-2076 (Print) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2220552076%22">20552076 </searchLink><i>NLM ISO Abbreviation: </i>Digit Health <i>Subsets: </i>PubMed not MEDLINE
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        Value: 10.1177/20552076251395449
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              Text: 2025 Nov 20
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