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B Dustin Pooler¹, Cullen J Fleming², John W Garrett²

¹Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA. bpooler@uwhealth.org.

Abdominal radiology (New York)

|August 27, 2023

概括

一个人工智能工具在腹部CT扫描中使用衰减精确检测静脉注射对比物质 (IVCM). 这种自动化方法实现了99.3%的准确性,超过了传统的DICOM头部信息.

科学领域:

放射学放射学是一门学科.
人工智能的人工智能
医疗成像医学成像

背景情况:

静脉对比物质 (IVCM) 的使用在腹部CT中很常见.
准确检测IVCM对于图像解释至关重要.
自动化工具可以提高识别IVCM的效率和准确性.

研究的目的:

评估用于检测腹部CT扫描中的IVCM的自动化AI工具.
用衰减测量来评估工具的性能.
将AI工具的性能与DICOM头部信息进行比较.

主要方法:

在65,449次腹部CT检查中,应用了一种测量衰减的AI工具.
接收器操作特征 (ROC) 曲线分析确定了最佳值 (65 HU).
不一致的案例被手动审查以确定基本真相并评估AI和DICOM头部的准确性.

主要成果:

人工智能工具在65 HU的门上以99.3%的准确度实现了0.999的曲线下的面积 (AUC).
人工智能工具的错误率为0.7%,明显低于DICOM头部错误率的2.1%.
手动审查证实了AI工具在IVCM检测中的高性能.

结论:

自动化AI工具在腹部CT扫描中检测IVCM时表现出高准确度.
衰减测量为IVCM检测提供了一种可靠的方法.
这种人工智能工具提供了一个更准确的替代方案,而不仅仅依赖DICOM头部.

关键词:

人工智能的人工智能是人工智能.衰减减弱化减弱减弱这就是为什么CTCTCTCTCTCT 相反的对比,对比的对比.脏脏是指脏的部分.

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