A Review of the Clinical Applications of Artificial Intelligence in Abdominal Imaging
被引:2
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作者:
Mervak, Benjamin M.
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Univ Michigan, Michigan Med, Dept Radiol, 1500 E Med Ctr Dr, Ann Arbor, MI 48109 USAUniv Michigan, Michigan Med, Dept Radiol, 1500 E Med Ctr Dr, Ann Arbor, MI 48109 USA
Mervak, Benjamin M.
[1
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Fried, Jessica G.
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Univ Michigan, Michigan Med, Dept Radiol, 1500 E Med Ctr Dr, Ann Arbor, MI 48109 USAUniv Michigan, Michigan Med, Dept Radiol, 1500 E Med Ctr Dr, Ann Arbor, MI 48109 USA
Fried, Jessica G.
[1
]
Wasnik, Ashish P.
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Univ Michigan, Michigan Med, Dept Radiol, 1500 E Med Ctr Dr, Ann Arbor, MI 48109 USAUniv Michigan, Michigan Med, Dept Radiol, 1500 E Med Ctr Dr, Ann Arbor, MI 48109 USA
Wasnik, Ashish P.
[1
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机构:
[1] Univ Michigan, Michigan Med, Dept Radiol, 1500 E Med Ctr Dr, Ann Arbor, MI 48109 USA
Artificial intelligence (AI) has been a topic of substantial interest for radiologists in recent years. Although many of the first clinical applications were in the neuro, cardiothoracic, and breast imaging subspecialties, the number of investigated and real-world applications of body imaging has been increasing, with more than 30 FDA-approved algorithms now available for applications in the abdomen and pelvis. In this manuscript, we explore some of the fundamentals of artificial intelligence and machine learning, review major functions that AI algorithms may perform, introduce current and potential future applications of AI in abdominal imaging, provide a basic understanding of the pathways by which AI algorithms can receive FDA approval, and explore some of the challenges with the implementation of AI in clinical practice.
机构:
Northwestern Univ, Ann & Robert H Lurie Childrens Hosp, Feinberg Sch Med, Dept Neurol Surg,Div Pediat Neurosurg, Chicago, IL 60611 USANorthwestern Univ, Ann & Robert H Lurie Childrens Hosp, Feinberg Sch Med, Dept Neurol Surg,Div Pediat Neurosurg, Chicago, IL 60611 USA
Shlobin, Nathan A.
Lam, Sandi K.
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Northwestern Univ, Ann & Robert H Lurie Childrens Hosp, Feinberg Sch Med, Dept Neurol Surg,Div Pediat Neurosurg, Chicago, IL 60611 USANorthwestern Univ, Ann & Robert H Lurie Childrens Hosp, Feinberg Sch Med, Dept Neurol Surg,Div Pediat Neurosurg, Chicago, IL 60611 USA
Lam, Sandi K.
DeCuypere, Michael
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Northwestern Univ, Ann & Robert H Lurie Childrens Hosp, Feinberg Sch Med, Dept Neurol Surg,Div Pediat Neurosurg, Chicago, IL 60611 USANorthwestern Univ, Ann & Robert H Lurie Childrens Hosp, Feinberg Sch Med, Dept Neurol Surg,Div Pediat Neurosurg, Chicago, IL 60611 USA
机构:
Univ Utah, Dept Radiol & Imaging Sci, 50 North Med Dr, Salt Lake City, UT 84132 USAUniv Utah, Dept Radiol & Imaging Sci, 50 North Med Dr, Salt Lake City, UT 84132 USA
Morgan, Matthew B.
Mates, Jonathan L.
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Viz Ai, San Francisco, CA USAUniv Utah, Dept Radiol & Imaging Sci, 50 North Med Dr, Salt Lake City, UT 84132 USA
机构:
Univ Paris 05, Radiol Dept, Grp Hosp Cochin Broca, Hotel Dieu, 27 Rue Faubourg St Jacques, F-75014 Paris, France
Ecole Cent Supelec, Lab Math & Informat Complexite & Syst, 3 Rue Joliot Curie, F-91190 Gif Sur Yvette, France
Ecole Cent Supelec, Ctr Visual Comp, 3 Rue Joliot Curie, F-91190 Gif Sur Yvette, FranceUniv Paris 05, Radiol Dept, Grp Hosp Cochin Broca, Hotel Dieu, 27 Rue Faubourg St Jacques, F-75014 Paris, France
Chassagnon, Guillaume
Vakalopoulou, Maria
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Ecole Cent Supelec, Lab Math & Informat Complexite & Syst, 3 Rue Joliot Curie, F-91190 Gif Sur Yvette, France
Ecole Cent Supelec, Ctr Visual Comp, 3 Rue Joliot Curie, F-91190 Gif Sur Yvette, FranceUniv Paris 05, Radiol Dept, Grp Hosp Cochin Broca, Hotel Dieu, 27 Rue Faubourg St Jacques, F-75014 Paris, France
Vakalopoulou, Maria
Paragios, Nikos
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Ecole Cent Supelec, Lab Math & Informat Complexite & Syst, 3 Rue Joliot Curie, F-91190 Gif Sur Yvette, France
TheraPanacea, 27 Rue Faubourg St Jacques, F-75014 Paris, France
Ecole Cent Supelec, Ctr Visual Comp, 3 Rue Joliot Curie, F-91190 Gif Sur Yvette, FranceUniv Paris 05, Radiol Dept, Grp Hosp Cochin Broca, Hotel Dieu, 27 Rue Faubourg St Jacques, F-75014 Paris, France
机构:
Thomas Jefferson Univ, Med Ctr, Div Musculoskeletal Imaging, Dept Diagnost Radiol, 111 South 11th St,Third Floor, Philadelphia, PA 19107 USAThomas Jefferson Univ, Med Ctr, Div Musculoskeletal Imaging, Dept Diagnost Radiol, 111 South 11th St,Third Floor, Philadelphia, PA 19107 USA
Mutasa, Simukayi
Yi, Paul H.
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机构:
Univ Maryland, Sch Med, Dept Diagnost Radiol & Nucl Med, Intelligent Imaging Ctr, 22 South Greene St,First Floor, Baltimore, MD 21201 USAThomas Jefferson Univ, Med Ctr, Div Musculoskeletal Imaging, Dept Diagnost Radiol, 111 South 11th St,Third Floor, Philadelphia, PA 19107 USA