Artificial intelligence in gastrointestinal endoscopy: The future is almost here
被引:97
作者:
Alagappan, Muthuraman
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机构:
Harvard Med, Beth Israel Deaconess Med Ctr, Ctr Adv Endoscopy, Boston, MA 02215 USAHarvard Med, Beth Israel Deaconess Med Ctr, Ctr Adv Endoscopy, Boston, MA 02215 USA
Alagappan, Muthuraman
[1
]
Brown, Jeremy R. Glissen
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机构:
Harvard Med, Beth Israel Deaconess Med Ctr, Ctr Adv Endoscopy, Boston, MA 02215 USAHarvard Med, Beth Israel Deaconess Med Ctr, Ctr Adv Endoscopy, Boston, MA 02215 USA
Brown, Jeremy R. Glissen
[1
]
Mori, Yuichi
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机构:
Showa Univ, Northern Yokohama Hosp, Digest Dis Ctr, Yokohama, Kanagawa, JapanHarvard Med, Beth Israel Deaconess Med Ctr, Ctr Adv Endoscopy, Boston, MA 02215 USA
Mori, Yuichi
[2
]
Berzin, Tyler M.
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机构:
Harvard Med, Beth Israel Deaconess Med Ctr, Ctr Adv Endoscopy, Boston, MA 02215 USAHarvard Med, Beth Israel Deaconess Med Ctr, Ctr Adv Endoscopy, Boston, MA 02215 USA
Berzin, Tyler M.
[1
]
机构:
[1] Harvard Med, Beth Israel Deaconess Med Ctr, Ctr Adv Endoscopy, Boston, MA 02215 USA
Artificial intelligence (AI) enables machines to provide unparalleled value in a myriad of industries and applications. In recent years, researchers have harnessed artificial intelligence to analyze large-volume, unstructured medical data and perform clinical tasks, such as the identification of diabetic retinopathy or the diagnosis of cutaneous malignancies. Applications of artificial intelligence techniques, specifically machine learning and more recently deep learning, are beginning to emerge in gastrointestinal endoscopy. The most promising of these efforts have been in computer-aided detection and computer-aided diagnosis of colorectal polyps, with recent systems demonstrating high sensitivity and accuracy even when compared to expert human endoscopists. AI has also been utilized to identify gastrointestinal bleeding, to detect areas of inflammation, and even to diagnose certain gastrointestinal infections. Future work in the field should concentrate on creating seamless integration of AI systems with current endoscopy platforms and electronic medical records, developing training modules to teach clinicians how to use AI tools, and determining the best means for regulation and approval of new AI technology.
机构:
Stanford Univ, Dept Med, Stanford, CA 94305 USAStanford Univ, Dept Med, Stanford, CA 94305 USA
Chen, Jonathan H.
;
Alagappan, Muthuraman
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机构:
Beth Israel Deaconess Med Ctr, Internal Med Residency Program, Boston, MA 02215 USAStanford Univ, Dept Med, Stanford, CA 94305 USA
Alagappan, Muthuraman
;
Goldstein, Mary K.
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机构:
Veteran Affairs Palo Alto Hlth Care Syst, Geriatr Res Educ & Clin Ctr, Palo Alto, CA USA
Stanford Univ, PCOR, Stanford, CA 94305 USAStanford Univ, Dept Med, Stanford, CA 94305 USA
Goldstein, Mary K.
;
Asch, Steven M.
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机构:
Stanford Univ, Dept Med, Stanford, CA 94305 USA
Veteran Affairs Palo Alto Hlth Care Syst, Ctr Innovat Implementat Ci2i, Palo Alto, CA USAStanford Univ, Dept Med, Stanford, CA 94305 USA
Asch, Steven M.
;
Altman, Russ B.
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机构:
Stanford Univ, Dept Med, Stanford, CA 94305 USA
Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA
Stanford Univ, Dept Genet, Stanford, CA 94305 USAStanford Univ, Dept Med, Stanford, CA 94305 USA
机构:
Stanford Univ, Dept Med, Stanford, CA 94305 USAStanford Univ, Dept Med, Stanford, CA 94305 USA
Chen, Jonathan H.
;
Alagappan, Muthuraman
论文数: 0引用数: 0
h-index: 0
机构:
Beth Israel Deaconess Med Ctr, Internal Med Residency Program, Boston, MA 02215 USAStanford Univ, Dept Med, Stanford, CA 94305 USA
Alagappan, Muthuraman
;
Goldstein, Mary K.
论文数: 0引用数: 0
h-index: 0
机构:
Veteran Affairs Palo Alto Hlth Care Syst, Geriatr Res Educ & Clin Ctr, Palo Alto, CA USA
Stanford Univ, PCOR, Stanford, CA 94305 USAStanford Univ, Dept Med, Stanford, CA 94305 USA
Goldstein, Mary K.
;
Asch, Steven M.
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h-index: 0
机构:
Stanford Univ, Dept Med, Stanford, CA 94305 USA
Veteran Affairs Palo Alto Hlth Care Syst, Ctr Innovat Implementat Ci2i, Palo Alto, CA USAStanford Univ, Dept Med, Stanford, CA 94305 USA
Asch, Steven M.
;
Altman, Russ B.
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Dept Med, Stanford, CA 94305 USA
Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA
Stanford Univ, Dept Genet, Stanford, CA 94305 USAStanford Univ, Dept Med, Stanford, CA 94305 USA