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A rural-to-center artificial intelligence model for diagnosing Helicobacter pylori infection and premalignant gastric conditions using endoscopy images captured in routine practice.

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Title: A rural-to-center artificial intelligence model for diagnosing Helicobacter pylori infection and premalignant gastric conditions using endoscopy images captured in routine practice.
Authors: Chiang TH; Department of Integrated Diagnostics and Therapeutics, National Taiwan University Hospital, Taipei City, Taiwan.; Department of Internal Medicine, College of Medicine, National Taiwan University, Taipei City, Taiwan., Hsu YN; Center of Intelligent Healthcare, National Taiwan University Hospital, Taipei City, Taiwan., Chen MH; Center of Intelligent Healthcare, National Taiwan University Hospital, Taipei City, Taiwan., Chen YR; Department of Internal Medicine, College of Medicine, National Taiwan University, Taipei City, Taiwan., Cheng HC; Department of Internal Medicine, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan City, Taiwan.; Institute of Clinical Medicine, College of Medicine, National Cheng Kung University, Tainan City, Taiwan.; Institute of Molecular Medicine, College of Medicine, National Cheng Kung University, Tainan City, Taiwan., Chen MJ; Nangan Township, Bureau of Public Health, Matsu Islands, Lienchiang County, Taiwan., Lee FJ; Department of Internal Medicine, Fu Jen Catholic University Hospital, New Taipei City, Taiwan., Chang CY; Department of Internal Medicine, Fu Jen Catholic University Hospital, New Taipei City, Taiwan.; School of Medicine, ollege of Medicine, Fu Jen Catholic University, New Taipei City, Taiwan., Chang CC; Division of Gastroenterology and Hepatology, Department of Internal Medicine, Taipei Medical University Hospital, Taipei City, Taiwan.; Division of Gastroenterology and Hepatology, Department of Internal Medicine, School of Medicine, College of Medicine, Taipei Medical University, Taipei City, Taiwan.; Taipei Medical University Research Center for Digestive Medicine, Taipei Medical University, Taipei City, Taiwan., Bair MJ; Division of Gastroenterology, Department of Internal Medicine, Taitung Mackey Memorial Hospital, Taitung, Taiwan.; Mackay Medical College, New Taipei City, Taiwan., Liou JM; Department of Internal Medicine, College of Medicine, National Taiwan University, Taipei City, Taiwan.; Department of Medicine, National Taiwan University Cancer Center, Taipei City, Taiwan., Chen CJ; Information Technology Office, National Taiwan University Hospital, Taipei City, Taiwan., Chen YC; Department of Pathology, National Yang Ming Chiao Tung University Hospital, Yilan City, Taiwan., Chiang H; Taipei Institute of Pathology, Taipei City, Taiwan., Shun CT; Department of Pathology, College of Medicine, National Taiwan University, Taipei City, Taiwan., Liu JH; Lienchiang County Hospital, Nangan Township, Lienchiang County, Matsu Islands, Taiwan, Matsu Islands, Taiwan., Chiu HM; Department of Internal Medicine, College of Medicine, National Taiwan University, Taipei City, Taiwan., Wu MS; Department of Internal Medicine, College of Medicine, National Taiwan University, Taipei City, Taiwan., Yu JY; Department and Graduate Institute of Business Administration, National Taiwan University, Taipei City, Taiwan., Guo RS; Department and Graduate Institute of Business Administration, National Taiwan University, Taipei City, Taiwan., Lin JT; Division of Gastroenterology and Hepatology, Department of Internal Medicine, E-Da Hospital, Kaohsiung City, Taiwan., Lee YC; Department of Internal Medicine, College of Medicine, National Taiwan University, Taipei City, Taiwan.; Department of Medical Research, National Taiwan University Hospital, Taipei City, Taiwan., Chen CS; Department of Computer Science and Information Engineering, National Taiwan University, Taipei City, Taiwan.
Source: Endoscopy [Endoscopy] 2026 Apr; Vol. 58 (4), pp. 343-354. Date of Electronic Publication: 2025 Oct 13.
Publication Type: Clinical Trial; Journal Article
Journal Info: Publisher: Georg Thieme Verlag Country of Publication: Germany NLM ID: 0215166 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1438-8812 (Electronic) Linking ISSN: 0013726X NLM ISO Abbreviation: Endoscopy Subsets: MEDLINE
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  Data: A rural-to-center artificial intelligence model for diagnosing Helicobacter pylori infection and premalignant gastric conditions using endoscopy images captured in routine practice.
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  Data: <searchLink fieldCode="AU" term="%22Chiang+TH%22">Chiang TH</searchLink>; Department of Integrated Diagnostics and Therapeutics, National Taiwan University Hospital, Taipei City, Taiwan.; Department of Internal Medicine, College of Medicine, National Taiwan University, Taipei City, Taiwan.<br /><searchLink fieldCode="AU" term="%22Hsu+YN%22">Hsu YN</searchLink>; Center of Intelligent Healthcare, National Taiwan University Hospital, Taipei City, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chen+MH%22">Chen MH</searchLink>; Center of Intelligent Healthcare, National Taiwan University Hospital, Taipei City, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chen+YR%22">Chen YR</searchLink>; Department of Internal Medicine, College of Medicine, National Taiwan University, Taipei City, Taiwan.<br /><searchLink fieldCode="AU" term="%22Cheng+HC%22">Cheng HC</searchLink>; Department of Internal Medicine, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan City, Taiwan.; Institute of Clinical Medicine, College of Medicine, National Cheng Kung University, Tainan City, Taiwan.; Institute of Molecular Medicine, College of Medicine, National Cheng Kung University, Tainan City, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chen+MJ%22">Chen MJ</searchLink>; Nangan Township, Bureau of Public Health, Matsu Islands, Lienchiang County, Taiwan.<br /><searchLink fieldCode="AU" term="%22Lee+FJ%22">Lee FJ</searchLink>; Department of Internal Medicine, Fu Jen Catholic University Hospital, New Taipei City, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chang+CY%22">Chang CY</searchLink>; Department of Internal Medicine, Fu Jen Catholic University Hospital, New Taipei City, Taiwan.; School of Medicine, ollege of Medicine, Fu Jen Catholic University, New Taipei City, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chang+CC%22">Chang CC</searchLink>; Division of Gastroenterology and Hepatology, Department of Internal Medicine, Taipei Medical University Hospital, Taipei City, Taiwan.; Division of Gastroenterology and Hepatology, Department of Internal Medicine, School of Medicine, College of Medicine, Taipei Medical University, Taipei City, Taiwan.; Taipei Medical University Research Center for Digestive Medicine, Taipei Medical University, Taipei City, Taiwan.<br /><searchLink fieldCode="AU" term="%22Bair+MJ%22">Bair MJ</searchLink>; Division of Gastroenterology, Department of Internal Medicine, Taitung Mackey Memorial Hospital, Taitung, Taiwan.; Mackay Medical College, New Taipei City, Taiwan.<br /><searchLink fieldCode="AU" term="%22Liou+JM%22">Liou JM</searchLink>; Department of Internal Medicine, College of Medicine, National Taiwan University, Taipei City, Taiwan.; Department of Medicine, National Taiwan University Cancer Center, Taipei City, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chen+CJ%22">Chen CJ</searchLink>; Information Technology Office, National Taiwan University Hospital, Taipei City, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chen+YC%22">Chen YC</searchLink>; Department of Pathology, National Yang Ming Chiao Tung University Hospital, Yilan City, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chiang+H%22">Chiang H</searchLink>; Taipei Institute of Pathology, Taipei City, Taiwan.<br /><searchLink fieldCode="AU" term="%22Shun+CT%22">Shun CT</searchLink>; Department of Pathology, College of Medicine, National Taiwan University, Taipei City, Taiwan.<br /><searchLink fieldCode="AU" term="%22Liu+JH%22">Liu JH</searchLink>; Lienchiang County Hospital, Nangan Township, Lienchiang County, Matsu Islands, Taiwan, Matsu Islands, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chiu+HM%22">Chiu HM</searchLink>; Department of Internal Medicine, College of Medicine, National Taiwan University, Taipei City, Taiwan.<br /><searchLink fieldCode="AU" term="%22Wu+MS%22">Wu MS</searchLink>; Department of Internal Medicine, College of Medicine, National Taiwan University, Taipei City, Taiwan.<br /><searchLink fieldCode="AU" term="%22Yu+JY%22">Yu JY</searchLink>; Department and Graduate Institute of Business Administration, National Taiwan University, Taipei City, Taiwan.<br /><searchLink fieldCode="AU" term="%22Guo+RS%22">Guo RS</searchLink>; Department and Graduate Institute of Business Administration, National Taiwan University, Taipei City, Taiwan.<br /><searchLink fieldCode="AU" term="%22Lin+JT%22">Lin JT</searchLink>; Division of Gastroenterology and Hepatology, Department of Internal Medicine, E-Da Hospital, Kaohsiung City, Taiwan.<br /><searchLink fieldCode="AU" term="%22Lee+YC%22">Lee YC</searchLink>; Department of Internal Medicine, College of Medicine, National Taiwan University, Taipei City, Taiwan.; Department of Medical Research, National Taiwan University Hospital, Taipei City, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chen+CS%22">Chen CS</searchLink>; Department of Computer Science and Information Engineering, National Taiwan University, Taipei City, Taiwan.
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  Data: <searchLink fieldCode="JN" term="%220215166%22">Endoscopy</searchLink> [Endoscopy] 2026 Apr; Vol. 58 (4), pp. 343-354. <i>Date of Electronic Publication: </i>2025 Oct 13.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Georg+Thieme+Verlag%22">Georg Thieme Verlag </searchLink><i>Country of Publication: </i>Germany <i>NLM ID: </i>0215166 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1438-8812 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%220013726X%22">0013726X </searchLink><i>NLM ISO Abbreviation: </i>Endoscopy <i>Subsets: </i>MEDLINE
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        Value: 10.1055/a-2721-6552
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