Artificial intelligence: a primer for pediatric radiologists

被引:1
作者
Takahashi, Marcelo Straus [1 ]
Donnelly, Lane F. [1 ]
Siala, Selima [1 ]
机构
[1] Univ N Carolina, 200 Old Clin,CB 7510, Chapel Hill, NC 27599 USA
关键词
Artificial intelligence; Child; Data science; Deep learning; Machine learning; Natural language processing; Radiology;
D O I
10.1007/s00247-024-06098-x
中图分类号
R72 [儿科学];
学科分类号
100202 ;
摘要
Artificial intelligence (AI) is increasingly recognized for its transformative potential in radiology; yet, its application in pediatric radiology is relatively limited when compared to the whole of radiology. This manuscript introduces pediatric radiologists to essential AI concepts, including topics such as use case, data science, machine learning, deep learning, natural language processing, and generative AI as well as basics of AI training and validating. We outline the unique challenges of applying AI in pediatric imaging, such as data scarcity and distinct clinical characteristics, and discuss the current uses of AI in pediatric radiology, including both image interpretive and non-interpretive tasks. With this overview, we aim to equip pediatric radiologists with the foundational knowledge needed to engage with AI tools and inspire further exploration and innovation in the field.
引用
收藏
页码:2127 / 2142
页数:16
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