在腹部CT中偶发性肺栓塞:通过人工智能检测率和特征
Peder Wiklund1, Koshiar Medson2
1Department of Radiology, Region Halland, Halmstad, 30233, Sweden.
Radiology advances
|October 8, 2025
概括
人工智能 (AI) 在腹部CT扫描上显著提高了偶发性肺栓塞 (iPE) 的检测. 虽然AI的灵敏度适度,但它表现出高特异性和很少的假阳性,改善了iPE识别.
科学领域:
- 放射学 放射学是一门学科.
- 人工智能的人工智能
- 肺部医学 肺部医学
背景情况:
- 腹部CT扫描对于诊断各种疾病至关重要,但偶发性肺栓塞 (iPE) 可能会被忽视.
- 在腹部CT中IPE检测率和特征的数据有限.
研究的目的:
- 为了比较IPE在腹部CT检测IPE检测AI算法之前和之后的检测率和特征.
主要方法:
- 一项回顾性研究分析了两个时期的腹部CTs:在AI实施之前 (8026项研究) 和之后 (8765项研究).
- 确定了iPE病例,并评估了研究指示,紧迫性和近邻iPE水平.
- 人工智能准确性在1000个AI后研究的随机选择子集上进行了评估.
主要成果:
- 在AI实施后,IPE检测率显著增加 (0.57%对0.12%,P<.001).
- 人工智能在子集分析中确定了46/50报告的IPE病例,具有87%的积极预测值和100%的特异性.
- 在CT肺血管造影使用或IPE程度方面没有观察到显著差异.
结论:
- 在腹部CT中用于IPE检测的AI实施提高了检测率.
- 人工智能算法显示中度灵敏度但高特异性,错误阳性最小,有助于iPE识别和分类.
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