商业上可用的人工智能软件的评估,用于在缺血性中风中血栓溶解后在头部CT上区分出血与对比
Ayden L Olsen1, Daniel Thomas Ginat2
1Pritzker School of Medicine, The University of Chicago, Chicago, IL, United States.
Frontiers in neurology
|March 19, 2025
概括
人工智能软件在CT扫描上扎着区分保留的对比度与急性内出血 (ICH) 在中风治疗后. 在这些复杂的病例中,需要进一步开发以获得精确的AI驱动诊断.
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:
- 在缺血性中风治疗后保留基对比可以在计算机断层扫描 (CT) 上模仿急性内出血 (ICH).
- 准确的区分对于适当的患者管理和治疗至关重要.
- 在这些治疗后场景中,标准CT解释可能具有挑战性.
研究的目的:
- 评估商用人工智能 (AI) 软件在区分保留对比度和急性ICH的准确性.
- 为了评估AI在临床环境中的表现,以后缺血性中风患者.
主要方法:
- 从23名接受过缺血性中风治疗的患者的45个CT扫描的回顾性审查.
- 使用人工智能软件 (Aidoc) 和双能CT与减法图.
- 分析了血液出血存在的扫描与保留的对比物质相比.
主要成果:
- 人工智能模型在区分出血与对比的准确性较低.
- 敏感度为51.7%,特异性为50.0%.
- 积极的预测值为65.2%,负的预测值为36.4%.
结论:
- 当前的人工智能软件没有足够优化,无法在CT扫描上区分保留的对比度和急性ICH.
- 需要改进的人工智能模型,以双能CT (DECT) 和标准CT图像进行训练.
- 需要增强的人工智能工具,以便在中风后治疗患者中可靠地区分.
相关概念视频
Brain Imaging
Brain imaging technologies provide critical insights into both the structure and function of the human brain, enabling medical professionals and researchers to diagnose, study, and treat neurological disorders or psychiatric disorders more effectively.
These technologies include computerized axial tomography (CAT or CT scans), positron-emission tomography (PET scans), magnetic resonance imaging (MRI), functional magnetic resonance imaging (fMRI), and Transcranial Magnetic Stimulation (TMS).
These technologies include computerized axial tomography (CAT or CT scans), positron-emission tomography (PET scans), magnetic resonance imaging (MRI), functional magnetic resonance imaging (fMRI), and Transcranial Magnetic Stimulation (TMS).
Imaging Studies for Cardiovascular System V: CT
Cardiac computed tomography (CT) scanning is an advanced cardiac imaging technique that utilizes CT technology, with or without intravenous (IV) contrast, to produce accurate cross-sectional virtual slices of specific areas of the heart, coronary circulation, and major blood vessels such as the aorta, pulmonary veins, and arteries. The computer processes these slices to generate three-dimensional images. Multidetector CT (MDCT) is a rapid form of CT scanning that captures multiple slices...


