机构:
Univ Texas Southwestern Med Ctr, Dept Radiol, 5323 Harry Hines Blvd, Dallas, TX 75390 USAUniv Texas Southwestern Med Ctr, Dept Radiol, 5323 Harry Hines Blvd, Dallas, TX 75390 USA
Tejani, Ali S.
[1
]
Elhalawani, Hesham
论文数: 0引用数: 0
h-index: 0
机构:
Brigham & Womens Hosp, Dept Radiat Oncol, Boston, MA USAUniv Texas Southwestern Med Ctr, Dept Radiol, 5323 Harry Hines Blvd, Dallas, TX 75390 USA
Elhalawani, Hesham
[2
]
Moy, Linda
论文数: 0引用数: 0
h-index: 0
机构:
New York Univ Grossman Sch Med, Dept Radiol, New York, NY USAUniv Texas Southwestern Med Ctr, Dept Radiol, 5323 Harry Hines Blvd, Dallas, TX 75390 USA
Moy, Linda
[3
]
Kohli, Marc
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Radiol, San Francisco, CA USAUniv Texas Southwestern Med Ctr, Dept Radiol, 5323 Harry Hines Blvd, Dallas, TX 75390 USA
Kohli, Marc
[4
]
Kahn, Charles E.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Radiol, Philadelphia, PA USAUniv Texas Southwestern Med Ctr, Dept Radiol, 5323 Harry Hines Blvd, Dallas, TX 75390 USA
Kahn, Charles E.
[5
]
机构:
[1] Univ Texas Southwestern Med Ctr, Dept Radiol, 5323 Harry Hines Blvd, Dallas, TX 75390 USA
[2] Brigham & Womens Hosp, Dept Radiat Oncol, Boston, MA USA
[3] New York Univ Grossman Sch Med, Dept Radiol, New York, NY USA
[4] Univ Calif San Francisco, Dept Radiol, San Francisco, CA USA
Artificial Intel-ligence;
Imaging Informatics;
Impact of AI on Education;
Medical Education;
Natural Language Processing;
Precision Education;
Use of AI in Education;
D O I:
10.1148/ryai.220084
中图分类号:
TP18 [人工智能理论];
学科分类号:
081104 ;
0812 ;
0835 ;
1405 ;
摘要:
Implementation of artificial intelligence (AI) applications into clinical practice requires AI-savvy radiologists to ensure the safe, ethical, and ef-fective use of these systems for patient care. Increasing demand for AI education reflects recognition of the translation of AI applications from research to clinical practice, with positive trainee attitudes regarding the influence of AI on radiology. However, barriers to AI education, such as limited access to resources, predispose to insufficient preparation for the effective use of AI in practice. In response, national organizations have sponsored formal and self-directed learning courses to provide introductory content on imaging informatics and AI. Foundational courses, such as the National Imaging Informatics Course - Radiology and the Radiological Society of North America Imaging AI Certificate, lay a frame-work for trainees to explore the creation, deployment, and critical evaluation of AI applications. This report includes additional resources for formal programming courses, video series from leading organizations, and blogs from AI and informatics communities. Furthermore, the scope of "AI and radiology education" includes AI-augmented radiology education, with emphasis on the potential for "precision education" that cre-ates personalized experiences for trainees by accounting for varying learning styles and inconsistent, possibly deficient, clinical case volume.
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Bin Dahmash Abdulmajeed, 2020, BJR Open, V2, P20200037, DOI 10.1259/bjro.20200037
机构:
Univ Penn, Perelman Sch Med, Philadelphia, PA 19104 USA
Univ Penn, Dept Radiol, Philadelphia, PA 19104 USAUniv Penn, Perelman Sch Med, Philadelphia, PA 19104 USA
Duong, Michael Tran
Rauschecker, Andreas M.
论文数: 0引用数: 0
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机构:
Univ Penn, Dept Radiol, Philadelphia, PA 19104 USA
Univ Calif San Francisco, Dept Radiol & Biomed Imaging, San Francisco, CA 94143 USAUniv Penn, Perelman Sch Med, Philadelphia, PA 19104 USA
Rauschecker, Andreas M.
Rudie, Jeffrey D.
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机构:
Univ Penn, Dept Radiol, Philadelphia, PA 19104 USA
Univ Calif San Francisco, Dept Radiol & Biomed Imaging, San Francisco, CA 94143 USAUniv Penn, Perelman Sch Med, Philadelphia, PA 19104 USA
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Cleveland Clin, Imaging Inst, Cleveland, OH 44106 USAUniv Penn, Perelman Sch Med, Philadelphia, PA 19104 USA
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Cook, Tessa S.
Bryan, R. Nick
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Univ Penn, Dept Radiol, Philadelphia, PA 19104 USA
Univ Texas Austin, Dell Med Sch, Dept Diagnost Med, Austin, TX 78712 USAUniv Penn, Perelman Sch Med, Philadelphia, PA 19104 USA
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Mohan, Suyash
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Univ Penn, Dept Neurosurg, Philadelphia, PA 19104 USAUniv Penn, Perelman Sch Med, Philadelphia, PA 19104 USA
机构:
MedStar Georgetown Univ Hosp, Imaging Informat, Washington, DC USAMedStar Georgetown Univ Hosp, Imaging Informat, Washington, DC USA
Filice, Ross W.
Mongan, John
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机构:
Univ Calif San Francisco, Dept Radiol & Biomed Imaging, Translat Informat, San Francisco, CA 94143 USA
Univ Calif San Francisco, Ctr Intelligent Imaging, San Francisco, CA 94143 USAMedStar Georgetown Univ Hosp, Imaging Informat, Washington, DC USA
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Univ Calif San Francisco Hlth, Clin Informat, San Francisco, CA 94143 USA
Univ Calif San Francisco, Dept Radiol & Biomed Imaging, Clin Informat, San Francisco, CA 94143 USA
Univ Calif San Francisco, Ctr Intelligent Imaging, San Francisco, CA 94143 USAMedStar Georgetown Univ Hosp, Imaging Informat, Washington, DC USA
机构:
Harvard Med Sch, 175 Cambridge St,Suite 200, Boston, MA 02114 USA
Massachusetts Gen Hosp, Dept Radiol, Boston, MA USA
Massachusetts Gen Hosp, Inst Technol Assessment, Boston, MA 02114 USAHarvard Med Sch, 175 Cambridge St,Suite 200, Boston, MA 02114 USA
Harvey, H. Benjamin
Gowda, Vrushab
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Harvard Law Sch, Cambridge, MA USAHarvard Med Sch, 175 Cambridge St,Suite 200, Boston, MA 02114 USA
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Univ Penn, Perelman Sch Med, Philadelphia, PA 19104 USA
Univ Penn, Dept Radiol, Philadelphia, PA 19104 USAUniv Penn, Perelman Sch Med, Philadelphia, PA 19104 USA
Duong, Michael Tran
Rauschecker, Andreas M.
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h-index: 0
机构:
Univ Penn, Dept Radiol, Philadelphia, PA 19104 USA
Univ Calif San Francisco, Dept Radiol & Biomed Imaging, San Francisco, CA 94143 USAUniv Penn, Perelman Sch Med, Philadelphia, PA 19104 USA
Rauschecker, Andreas M.
Rudie, Jeffrey D.
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h-index: 0
机构:
Univ Penn, Dept Radiol, Philadelphia, PA 19104 USA
Univ Calif San Francisco, Dept Radiol & Biomed Imaging, San Francisco, CA 94143 USAUniv Penn, Perelman Sch Med, Philadelphia, PA 19104 USA
Rudie, Jeffrey D.
Chen, Po-Hao
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h-index: 0
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Cleveland Clin, Imaging Inst, Cleveland, OH 44106 USAUniv Penn, Perelman Sch Med, Philadelphia, PA 19104 USA
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Cook, Tessa S.
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h-index: 0
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h-index: 0
机构:
Univ Penn, Dept Radiol, Philadelphia, PA 19104 USA
Univ Texas Austin, Dell Med Sch, Dept Diagnost Med, Austin, TX 78712 USAUniv Penn, Perelman Sch Med, Philadelphia, PA 19104 USA
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Mohan, Suyash
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Univ Penn, Dept Radiol, Philadelphia, PA 19104 USA
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MedStar Georgetown Univ Hosp, Imaging Informat, Washington, DC USAMedStar Georgetown Univ Hosp, Imaging Informat, Washington, DC USA
Filice, Ross W.
Mongan, John
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h-index: 0
机构:
Univ Calif San Francisco, Dept Radiol & Biomed Imaging, Translat Informat, San Francisco, CA 94143 USA
Univ Calif San Francisco, Ctr Intelligent Imaging, San Francisco, CA 94143 USAMedStar Georgetown Univ Hosp, Imaging Informat, Washington, DC USA
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Kohli, Marc D.
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h-index: 0
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Univ Calif San Francisco Hlth, Clin Informat, San Francisco, CA 94143 USA
Univ Calif San Francisco, Dept Radiol & Biomed Imaging, Clin Informat, San Francisco, CA 94143 USA
Univ Calif San Francisco, Ctr Intelligent Imaging, San Francisco, CA 94143 USAMedStar Georgetown Univ Hosp, Imaging Informat, Washington, DC USA
机构:
Harvard Med Sch, 175 Cambridge St,Suite 200, Boston, MA 02114 USA
Massachusetts Gen Hosp, Dept Radiol, Boston, MA USA
Massachusetts Gen Hosp, Inst Technol Assessment, Boston, MA 02114 USAHarvard Med Sch, 175 Cambridge St,Suite 200, Boston, MA 02114 USA
Harvey, H. Benjamin
Gowda, Vrushab
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h-index: 0
机构:
Harvard Law Sch, Cambridge, MA USAHarvard Med Sch, 175 Cambridge St,Suite 200, Boston, MA 02114 USA