对 proudP 的评估 一种基于声音的方法,用于尿液流量计
Dean Elterman1, Naeem Bhojani2, Kiwook Lee3
1Division of Urology, Centre Hospitalier de l'Université de Montréal, Université de Montréal, Montreal, QC, Canada.
概括
该proudP人工智能 (AI) 算法准确地估计尿液流量计参数从排尿声音,匹配办公室设备的准确性,方便的家庭监控和远程患者洞察力.
科学领域:
- 泌尿器科 泌尿器科 泌尿器科 泌尿器科
- 生物医学工程 生物医学工程
- 医疗保健中的人工智能
背景情况:
- 评估 proudP 人工智能 (AI) 算法的性能,用于使用尿声估计尿流曲线和参数.
- 将人工智能集成到用于非侵入性尿液流量计的移动应用程序中.
研究的目的:
- 评估 proudP AI 算法在估计尿流曲线和关键参数 (峰值流量 [Qmax],空白体积 [VV]) 中的准确性.
- 为了将 proudP 的性能与已建立的尿液流量计验证方法进行比较.
主要方法:
- 使用硬件尿流模拟器复制了十个典型的男性尿流形状.
- 用 proudP 进行模拟实验,使用标准所设置,并与 Flowmaster 尿液流量计装置进行验证.
- 进行了统计分析,包括布兰德-阿尔特曼和一致性相关系数 (CCC) 分析.
主要成果:
- 在Qmax预测中,ProudP准确地捕获了具有低标准偏差和接近零偏差的多样化尿流模式.
- 空化体积预测显示,空化时间延长的模式的标准偏差略大.
- 验证了 proudP 与办公室尿液流量计的准确性,在不同智能手机型号中证明了其稳定性.
结论:
- 在各种模式中,ProudP表现出与办公室尿流量计可比的精度,用于估计各种模式的尿流率.
- 为患者提供方便的家庭监控,为医疗保健专业人员提供详细的远程洞察.
- 为临床实践和泌尿学研究提供了一个必不可少的工具.
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