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Deep Learning Model for Histologic Diagnosis of Dysplastic Barrett's Esophagus: Multisite Cohort External Validation.

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Title: Deep Learning Model for Histologic Diagnosis of Dysplastic Barrett's Esophagus: Multisite Cohort External Validation.
Authors: Codipilly DC; Barrett's Esophagus Unit, Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, Minnesota, USA., Faghani S; Artificial Intelligence Laboratory, Mayo Clinic, Rochester, Minnesota, USA.; Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA., Vogelsang D; Artificial Intelligence Laboratory, Mayo Clinic, Rochester, Minnesota, USA.; Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA., Moassefi M; Artificial Intelligence Laboratory, Mayo Clinic, Rochester, Minnesota, USA.; Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA., Garg N; Barrett's Esophagus Unit, Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, Minnesota, USA., Hagen C; Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, Minnesota, USA., Lewis J; Department of Laboratory Medicine and Pathology, Mayo Clinic, Jacksonville, Florida, USA., Leggett CL; Barrett's Esophagus Unit, Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, Minnesota, USA., Patil P; Department of Pathology, Baylor University Medical Center, Dallas, Texas, USA., Konda V; Department of Gastroenterology, Baylor Scott and White Center for Esophageal Diseases at Baylor University Medical Center, Dallas, Texas, USA., Al Diffalha S; Department of Clinical and Laboratory Pathology, University of Alabama, Birmingham, Alabama, USA., Peter S; Division of Gastroenterology, University of Alabama Birmingham, Birmingham, Alabama, USA., Brinkerhoff B; Department of Pathology and Laboratory Medicine, Oregon Health and Science University, Portland, Oregon, USA., Wong M; Department of Pathology and Laboratory Medicine, Oregon Health and Science University, Portland, Oregon, USA., Otaki F; Division of Gastroenterology and Hepatology, Oregon Health and Science University, Portland, Oregon, USA., Katzka DA; Division of Gastroenterology and Hepatology, Columbia University, New York, New York, USA., Wani S; Division of Gastroenterology and Hepatology, University of Colorado, Aurora, Colorado, USA., Shaheen N; Division of Gastroenterology and Hepatology, University of North Carolina Chapel Hill, Chapel Hill, North Carolina, USA., Erickson BJ; Artificial Intelligence Laboratory, Mayo Clinic, Rochester, Minnesota, USA.; Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA.; Artificial Intelligence Laboratory, Mayo Clinic, Rochester, Minnesota, USA., Iyer PG; Barrett's Esophagus Unit, Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, Minnesota, USA.
Source: The American journal of gastroenterology [Am J Gastroenterol] 2026 Apr 01; Vol. 121 (4), pp. 863-870. Date of Electronic Publication: 2025 Apr 23.
Publication Type: Journal Article; Multicenter Study; Validation Study
Journal Info: Publisher: Wolters Kluwer Health Country of Publication: United States NLM ID: 0421030 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1572-0241 (Electronic) Linking ISSN: 00029270 NLM ISO Abbreviation: Am J Gastroenterol Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Deep Learning Model for Histologic Diagnosis of Dysplastic Barrett's Esophagus: Multisite Cohort External Validation.
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  Data: <searchLink fieldCode="AU" term="%22Codipilly+DC%22">Codipilly DC</searchLink>; Barrett's Esophagus Unit, Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, Minnesota, USA.<br /><searchLink fieldCode="AU" term="%22Faghani+S%22">Faghani S</searchLink>; Artificial Intelligence Laboratory, Mayo Clinic, Rochester, Minnesota, USA.; Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA.<br /><searchLink fieldCode="AU" term="%22Vogelsang+D%22">Vogelsang D</searchLink>; Artificial Intelligence Laboratory, Mayo Clinic, Rochester, Minnesota, USA.; Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA.<br /><searchLink fieldCode="AU" term="%22Moassefi+M%22">Moassefi M</searchLink>; Artificial Intelligence Laboratory, Mayo Clinic, Rochester, Minnesota, USA.; Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA.<br /><searchLink fieldCode="AU" term="%22Garg+N%22">Garg N</searchLink>; Barrett's Esophagus Unit, Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, Minnesota, USA.<br /><searchLink fieldCode="AU" term="%22Hagen+C%22">Hagen C</searchLink>; Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, Minnesota, USA.<br /><searchLink fieldCode="AU" term="%22Lewis+J%22">Lewis J</searchLink>; Department of Laboratory Medicine and Pathology, Mayo Clinic, Jacksonville, Florida, USA.<br /><searchLink fieldCode="AU" term="%22Leggett+CL%22">Leggett CL</searchLink>; Barrett's Esophagus Unit, Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, Minnesota, USA.<br /><searchLink fieldCode="AU" term="%22Patil+P%22">Patil P</searchLink>; Department of Pathology, Baylor University Medical Center, Dallas, Texas, USA.<br /><searchLink fieldCode="AU" term="%22Konda+V%22">Konda V</searchLink>; Department of Gastroenterology, Baylor Scott and White Center for Esophageal Diseases at Baylor University Medical Center, Dallas, Texas, USA.<br /><searchLink fieldCode="AU" term="%22Al+Diffalha+S%22">Al Diffalha S</searchLink>; Department of Clinical and Laboratory Pathology, University of Alabama, Birmingham, Alabama, USA.<br /><searchLink fieldCode="AU" term="%22Peter+S%22">Peter S</searchLink>; Division of Gastroenterology, University of Alabama Birmingham, Birmingham, Alabama, USA.<br /><searchLink fieldCode="AU" term="%22Brinkerhoff+B%22">Brinkerhoff B</searchLink>; Department of Pathology and Laboratory Medicine, Oregon Health and Science University, Portland, Oregon, USA.<br /><searchLink fieldCode="AU" term="%22Wong+M%22">Wong M</searchLink>; Department of Pathology and Laboratory Medicine, Oregon Health and Science University, Portland, Oregon, USA.<br /><searchLink fieldCode="AU" term="%22Otaki+F%22">Otaki F</searchLink>; Division of Gastroenterology and Hepatology, Oregon Health and Science University, Portland, Oregon, USA.<br /><searchLink fieldCode="AU" term="%22Katzka+DA%22">Katzka DA</searchLink>; Division of Gastroenterology and Hepatology, Columbia University, New York, New York, USA.<br /><searchLink fieldCode="AU" term="%22Wani+S%22">Wani S</searchLink>; Division of Gastroenterology and Hepatology, University of Colorado, Aurora, Colorado, USA.<br /><searchLink fieldCode="AU" term="%22Shaheen+N%22">Shaheen N</searchLink>; Division of Gastroenterology and Hepatology, University of North Carolina Chapel Hill, Chapel Hill, North Carolina, USA.<br /><searchLink fieldCode="AU" term="%22Erickson+BJ%22">Erickson BJ</searchLink>; Artificial Intelligence Laboratory, Mayo Clinic, Rochester, Minnesota, USA.; Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA.; Artificial Intelligence Laboratory, Mayo Clinic, Rochester, Minnesota, USA.<br /><searchLink fieldCode="AU" term="%22Iyer+PG%22">Iyer PG</searchLink>; Barrett's Esophagus Unit, Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, Minnesota, USA.
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  Data: <searchLink fieldCode="JN" term="%220421030%22">The American journal of gastroenterology</searchLink> [Am J Gastroenterol] 2026 Apr 01; Vol. 121 (4), pp. 863-870. <i>Date of Electronic Publication: </i>2025 Apr 23.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Wolters+Kluwer+Health%22">Wolters Kluwer Health </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>0421030 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1572-0241 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2200029270%22">00029270 </searchLink><i>NLM ISO Abbreviation: </i>Am J Gastroenterol <i>Subsets: </i>MEDLINE
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