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Clinical decision support system for Parkinson's disease and related movement disorders

机译:帕金森氏病和相关运动障碍的临床决策支持系统

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The goal of this study is to accurately distinguish between finger tremors of Parkinson's disease and other movement disorders using a tri-axial gyroscope. Finger tremor is specifically studied here as compared to hand tremor since farther distance from radio-carpal joint results in better acquisition of tremor signal. This study is an effort towards providing physicians with a clinical decision support system to facilitate them in accurate diagnosis of Parkinson's disease (PD) and help them in discriminating between other movement disorders and PD. We designed the hardware to acquire angular displacement from tri-axial gyroscope and apply a series of techniques to extract different features in time and frequency domains. Both resting and postural tremor is studied for analysis. A total of 104 people participated in our study, using features from this data we were able to create a Clinical Decision Support System (CDSS) with overall accuracy of 82.43%. Additionally, CDSS was also used as a first hand diagnostic tool in a real hospital setting with an accuracy of 77.78%.
机译:这项研究的目的是使用三轴陀螺仪准确地区分帕金森氏病和其他运动障碍的手指震颤。与手部震颤相比,这里专门研究了手指震颤,因为距腕腕关节的距离越远,震颤信号的采集效果就越好。这项研究旨在为医生提供临床决策支持系统,以帮助他们准确诊断帕金森氏病(PD),并帮助他们区分其他运动障碍和PD。我们设计了从三轴陀螺仪获取角位移的硬件,并应用了一系列技术来提取时域和频域中的不同特征。对静息性和震颤性都进行了研究,以进行分析。共有104人参加了我们的研究,使用这些数据中的功能,我们能够创建一个临床决策支持系统(CDSS),总体准确性为82.43%。此外,在真实的医院环境中,CDSS还被用作第一手诊断工具,其准确度为77.78%。

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