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评估肌萎缩侧索硬化症患者群体中的脑机接口性能:棋盘格和颜色范式

Evaluating Brain-Computer Interface Performance in an ALS Population: Checkerboard and Color Paradigms.

作者信息

Ryan David B, Colwell Kenneth A, Throckmorton Chandra S, Collins Leslie M, Caves Kevin, Sellers Eric W

机构信息

1 Department of Psychology, East Tennessee State University, Johnson City TN, USA.

2 Duke University Pratt School of Engineering, Durham NC, USA.

出版信息

Clin EEG Neurosci. 2018 Mar;49(2):114-121. doi: 10.1177/1550059417737443. Epub 2017 Oct 27.

Abstract

The objective of this study was to investigate the performance of 3 brain-computer interface (BCI) paradigms in an amyotrophic lateral sclerosis (ALS) population (n = 11). Using a repeated-measures design, participants completed 3 BCI conditions: row/column (RCW), checkerboard (CBW), and gray-to-color (CBC). Based on previous studies, it is hypothesized that the CBC and CBW conditions will result in higher accuracy, information transfer rate, waveform amplitude, and user preference over the RCW condition. An offline dynamic stopping simulation will also increase information transfer rate. Higher mean accuracy was observed in the CBC condition (89.7%), followed by the CBW (84.3%) condition, and lowest in the RCW condition (78.7%); however, these differences did not reach statistical significance ( P = .062). Eight of the eleven participants preferred the CBC and the remaining three preferred the CBW conditions. The offline dynamic stopping simulation significantly increased information transfer rate ( P = .005) and decreased accuracy ( P < .000). The findings of this study suggest that color stimuli provide a modest improvement in performance and that participants prefer color stimuli over monochromatic stimuli. Given these findings, BCI paradigms that use color stimuli should be considered for individuals who have ALS.

摘要

本研究的目的是调查3种脑机接口(BCI)范式在肌萎缩侧索硬化症(ALS)患者群体(n = 11)中的表现。采用重复测量设计,参与者完成了3种BCI条件:行/列(RCW)、棋盘格(CBW)和灰度转彩色(CBC)。基于先前的研究,假设CBC和CBW条件将比RCW条件产生更高的准确率、信息传输率、波形幅度和用户偏好。离线动态停止模拟也将提高信息传输率。在CBC条件下观察到更高的平均准确率(89.7%),其次是CBW条件(84.3%),RCW条件下最低(78.7%);然而,这些差异未达到统计学显著性(P = 0.062)。11名参与者中有8人更喜欢CBC,其余3人更喜欢CBW条件。离线动态停止模拟显著提高了信息传输率(P = 0.005)并降低了准确率(P < 0.000)。本研究结果表明,颜色刺激在表现上有适度改善,且参与者更喜欢颜色刺激而非单色刺激。基于这些发现,对于患有ALS的个体,应考虑使用颜色刺激的BCI范式。

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