在成年人中使用可穿戴的Sensor Dot使用3Hz尖峰波放电的家庭记录缺席
Lauren Swinnen1, Christos Chatzichristos2, Miguel Bhagubai2
1Laboratory for Epilepsy Research, KU Leuven, Leuven, Belgium.
Epilepsia
|November 30, 2023
概括
一个可穿戴的Sensor Dot设备在没有患者在家的情况下准确监测了3Hz的尖峰波放电 (SWD). 与传统日记相比,这项技术提供了更好的扣押记录,患者接受度很高.
科学领域:
- 神经学和生物医学工程
- 监测和可穿戴技术
背景情况:
- 耐药性缺席性的管理依赖于准确的发作数量,经常被不可靠的患者日记所取代.
- 对3赫兹尖峰波放电 (SWD) 的客观家庭监测可以增强对缺席的临床护理.
研究的目的:
- 评估Sensor Dot可穿戴设备的可用性和性能,用于在没有的情况下在家监测SWD.
- 为了比较客观的可穿戴数据与主观的患者日记.
主要方法:
- 13名患有缺席的参与者使用传感器点在家中记录双通道EEG,加速度计和陀螺仪数据.
- 一个自动化算法使用EEG标记了潜在的3HzSWD,并采用多式联接后处理,将运动数据纳入以减少工件.
- 性能指标 (灵敏度,精度,F1得分) 根据检测到的SWD的专家审查进行计算.
主要成果:
- 传感器点在394小时的记录中捕获了11名参与者的234个SWD.
- 单模算法实现了0.84的平均灵敏度,0.93的精度和0.89的F1得分.
- 多模式分析显示了可比性能,审查时间缩短;患者发现设备舒适和可接受.
结论:
- 传感器点为缺席提供了比患者自我报告更准确的家庭文档.
- 该设备的用户友好性,舒适性和短的审查时间有助于其临床实用性和患者接受.
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