基于人工智能的气道识别系统在气管管道输液中应用
Huanqing Liu1, Yizhen Xu1, Lei Duan1
1Department of Critical Care Medicine, Daping Hospital, Army Medical University, Chongqing, 400042, China.
BMC anesthesiology
|December 10, 2025
概括
本研究介绍了一种人工智能模型,通过识别气道结构来协助气管管道输入,显著减少输入时间并提高学员的成功率.
科学领域:
- 医疗成像医学成像
- 人工智能在医学中的应用
- 航空航道管理的管理.
背景情况:
- 气管管道输入对于复苏至关重要,但在技术上要求很高.
- 前线提供商面临的挑战是由于经验和工具有限.
- 人工智能开发旨在改善快速先进的呼吸道建立.
研究的目的:
- 开发和评估人工智能模型,用于实时识别气道结构.
- 帮助医疗保健提供者掌握气管管道输液.
- 提高输管程序的速度和成功率.
主要方法:
- 在978名患者的3912张气道图像上训练了5个AI目标检测模型.
- 在测试套件上使用精度,回忆,F1和mAP进行评估的模型.
- 在智能手机上部署了最好的模型 (YOLO),用于与72名实习医生进行模拟器研究.
主要成果:
- 对于关键的气道结构,YOLO模型实现了高精度 (94.3%) 和回忆 (87.0%).
- 人工智能辅助的输管治疗将平均时间缩短了11.1秒.
- 在实习生中,第一次尝试成功率提高了19.4%.
结论:
- YOLO AI模型准确地识别了呼吸道解剖学,用于实时输管引导.
- 移动部署增强了临床实用性和医院前可访问性.
- 人工智能提供了一种可靠的工具,可以改善气管管道输管的结果.
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