Gaps in standards for integrating artificial intelligence technologies into ophthalmic practice
被引:15
作者:
Baxter, Sally L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Shiley Eye Inst, La Jolla, CA USA
Univ Calif San Diego, Viterbi Family Dept Ophthalmol, La Jolla, CA 92093 USA
Univ Calif San Diego, Hlth Dept Biomed Informat, La Jolla, CA 92093 USAUniv Calif San Diego, Shiley Eye Inst, La Jolla, CA USA
Baxter, Sally L.
[1
,2
,3
]
Lee, Aaron Y.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Dept Ophthalmol, Seattle, WA 98195 USAUniv Calif San Diego, Shiley Eye Inst, La Jolla, CA USA
Lee, Aaron Y.
[4
]
机构:
[1] Univ Calif San Diego, Shiley Eye Inst, La Jolla, CA USA
[2] Univ Calif San Diego, Viterbi Family Dept Ophthalmol, La Jolla, CA 92093 USA
[3] Univ Calif San Diego, Hlth Dept Biomed Informat, La Jolla, CA 92093 USA
[4] Univ Washington, Dept Ophthalmol, Seattle, WA 98195 USA
Purpose of review The purpose of this review is to provide an overview of healthcare standards and their relevance to multiple ophthalmic workflows, with a specific emphasis on describing gaps in standards development needed for improved integration of artificial intelligence technologies into ophthalmic practice. Recent findings Healthcare standards are an essential component of data exchange and critical for clinical practice, research, and public health surveillance activities. Standards enable interoperability between clinical information systems, healthcare information exchange between institutions, and clinical decision support in a complex health information technology ecosystem. There are several gaps in standards in ophthalmology, including relatively low adoption of imaging standards, lack of use cases for integrating apps providing artificial intelligence -based decision support, lack of common data models to harmonize big data repositories, and no standards regarding interfaces and algorithmic outputs. These gaps in standards represent opportunities for future work to develop improved data flow between various elements of the digital health ecosystem. This will enable more widespread adoption and integration of artificial intelligence-based tools into clinical practice. Engagement and support from the ophthalmology community for standards development will be important for advancing this work.
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页码:431 / 438
页数:8
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机构:
Departments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TNDepartments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TN
Denny J.C.
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Rutter J.L.
论文数: 0引用数: 0
h-index: 0
机构:
National Center for Advancing Translational Sciences, Bethesda, MDDepartments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TN
Rutter J.L.
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Goldstein D.B.
论文数: 0引用数: 0
h-index: 0
机构:
Research Program, National Institutes of Health, Bethesda, MD
Institute for Genomic Medicine, Department of Neurology, Columbia University Irving Medical Center, New YorkDepartments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TN
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Philippakis A.
论文数: 0引用数: 0
h-index: 0
机构:
Broad Institute, CambridgeDepartments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TN
Philippakis A.
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Smoller J.W.
论文数: 0引用数: 0
h-index: 0
机构:
Broad Institute, Cambridge
Center for Genomic Medicine, Department of Psychiatry, Massachusetts General Hospital, Boston, MADepartments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TN
Smoller J.W.
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Jenkins G.
论文数: 0引用数: 0
h-index: 0
机构:
Departments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TNDepartments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TN
Jenkins G.
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Dishman E.
论文数: 0引用数: 0
h-index: 0
机构:
Research Program, National Institutes of Health, Bethesda, MDDepartments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TN
机构:
Weill Cornell Med, Dept Healthcare Policy & Res, 425 E 61st St,Suite 301, New York, NY 10065 USAWeill Cornell Med, Dept Healthcare Policy & Res, 425 E 61st St,Suite 301, New York, NY 10065 USA
Benda, Natalie C.
;
Das, Lala Tanmoy
论文数: 0引用数: 0
h-index: 0
机构:
Weill Cornell Rockefeller Sloan Kettering Triinst, New York, NY USAWeill Cornell Med, Dept Healthcare Policy & Res, 425 E 61st St,Suite 301, New York, NY 10065 USA
Das, Lala Tanmoy
;
Abramson, Erika L.
论文数: 0引用数: 0
h-index: 0
机构:
Weill Cornell Med, Dept Healthcare Policy & Res, 425 E 61st St,Suite 301, New York, NY 10065 USA
Weill Cornell Med, Dept Pediat, New York, NY USAWeill Cornell Med, Dept Healthcare Policy & Res, 425 E 61st St,Suite 301, New York, NY 10065 USA
Abramson, Erika L.
;
Blackburn, Katherine
论文数: 0引用数: 0
h-index: 0
机构:
Univ Florida, Dept Hlth Outcomes & Biomed Informat, Gainesville, FL USAWeill Cornell Med, Dept Healthcare Policy & Res, 425 E 61st St,Suite 301, New York, NY 10065 USA
Blackburn, Katherine
;
Thoman, Amy
论文数: 0引用数: 0
h-index: 0
机构:
Weill Cornell Med, Dept Healthcare Policy & Res, 425 E 61st St,Suite 301, New York, NY 10065 USAWeill Cornell Med, Dept Healthcare Policy & Res, 425 E 61st St,Suite 301, New York, NY 10065 USA
Thoman, Amy
;
Kaushal, Rainu
论文数: 0引用数: 0
h-index: 0
机构:
Weill Cornell Med, Dept Healthcare Policy & Res, 425 E 61st St,Suite 301, New York, NY 10065 USA
Weill Cornell Med, Dept Pediat, New York, NY USAWeill Cornell Med, Dept Healthcare Policy & Res, 425 E 61st St,Suite 301, New York, NY 10065 USA
Kaushal, Rainu
;
Zhang, Yongkang
论文数: 0引用数: 0
h-index: 0
机构:
Weill Cornell Med, Dept Healthcare Policy & Res, 425 E 61st St,Suite 301, New York, NY 10065 USAWeill Cornell Med, Dept Healthcare Policy & Res, 425 E 61st St,Suite 301, New York, NY 10065 USA
Zhang, Yongkang
;
Ancker, Jessica S.
论文数: 0引用数: 0
h-index: 0
机构:
Weill Cornell Med, Dept Healthcare Policy & Res, 425 E 61st St,Suite 301, New York, NY 10065 USAWeill Cornell Med, Dept Healthcare Policy & Res, 425 E 61st St,Suite 301, New York, NY 10065 USA
机构:
Departments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TNDepartments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TN
Denny J.C.
;
Rutter J.L.
论文数: 0引用数: 0
h-index: 0
机构:
National Center for Advancing Translational Sciences, Bethesda, MDDepartments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TN
Rutter J.L.
;
Goldstein D.B.
论文数: 0引用数: 0
h-index: 0
机构:
Research Program, National Institutes of Health, Bethesda, MD
Institute for Genomic Medicine, Department of Neurology, Columbia University Irving Medical Center, New YorkDepartments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TN
Goldstein D.B.
;
Philippakis A.
论文数: 0引用数: 0
h-index: 0
机构:
Broad Institute, CambridgeDepartments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TN
Philippakis A.
;
Smoller J.W.
论文数: 0引用数: 0
h-index: 0
机构:
Broad Institute, Cambridge
Center for Genomic Medicine, Department of Psychiatry, Massachusetts General Hospital, Boston, MADepartments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TN
Smoller J.W.
;
Jenkins G.
论文数: 0引用数: 0
h-index: 0
机构:
Departments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TNDepartments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TN
Jenkins G.
;
Dishman E.
论文数: 0引用数: 0
h-index: 0
机构:
Research Program, National Institutes of Health, Bethesda, MDDepartments of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, 37203, TN
机构:
Weill Cornell Med, Dept Healthcare Policy & Res, 425 E 61st St,Suite 301, New York, NY 10065 USAWeill Cornell Med, Dept Healthcare Policy & Res, 425 E 61st St,Suite 301, New York, NY 10065 USA
Benda, Natalie C.
;
Das, Lala Tanmoy
论文数: 0引用数: 0
h-index: 0
机构:
Weill Cornell Rockefeller Sloan Kettering Triinst, New York, NY USAWeill Cornell Med, Dept Healthcare Policy & Res, 425 E 61st St,Suite 301, New York, NY 10065 USA
Das, Lala Tanmoy
;
Abramson, Erika L.
论文数: 0引用数: 0
h-index: 0
机构:
Weill Cornell Med, Dept Healthcare Policy & Res, 425 E 61st St,Suite 301, New York, NY 10065 USA
Weill Cornell Med, Dept Pediat, New York, NY USAWeill Cornell Med, Dept Healthcare Policy & Res, 425 E 61st St,Suite 301, New York, NY 10065 USA
Abramson, Erika L.
;
Blackburn, Katherine
论文数: 0引用数: 0
h-index: 0
机构:
Univ Florida, Dept Hlth Outcomes & Biomed Informat, Gainesville, FL USAWeill Cornell Med, Dept Healthcare Policy & Res, 425 E 61st St,Suite 301, New York, NY 10065 USA
Blackburn, Katherine
;
Thoman, Amy
论文数: 0引用数: 0
h-index: 0
机构:
Weill Cornell Med, Dept Healthcare Policy & Res, 425 E 61st St,Suite 301, New York, NY 10065 USAWeill Cornell Med, Dept Healthcare Policy & Res, 425 E 61st St,Suite 301, New York, NY 10065 USA
Thoman, Amy
;
Kaushal, Rainu
论文数: 0引用数: 0
h-index: 0
机构:
Weill Cornell Med, Dept Healthcare Policy & Res, 425 E 61st St,Suite 301, New York, NY 10065 USA
Weill Cornell Med, Dept Pediat, New York, NY USAWeill Cornell Med, Dept Healthcare Policy & Res, 425 E 61st St,Suite 301, New York, NY 10065 USA
Kaushal, Rainu
;
Zhang, Yongkang
论文数: 0引用数: 0
h-index: 0
机构:
Weill Cornell Med, Dept Healthcare Policy & Res, 425 E 61st St,Suite 301, New York, NY 10065 USAWeill Cornell Med, Dept Healthcare Policy & Res, 425 E 61st St,Suite 301, New York, NY 10065 USA
Zhang, Yongkang
;
Ancker, Jessica S.
论文数: 0引用数: 0
h-index: 0
机构:
Weill Cornell Med, Dept Healthcare Policy & Res, 425 E 61st St,Suite 301, New York, NY 10065 USAWeill Cornell Med, Dept Healthcare Policy & Res, 425 E 61st St,Suite 301, New York, NY 10065 USA