带有查询预览的RSVP键盘:混合性能和用户体验,具有自适应的多模式输入界面,结合EEG和开关输入。

Betts Peters, Basak Celik, Dylan Gaines, Deirdre Galvin-McLaughlin, Tales Imbiriba, Michelle Kinsella, Daniel Klee, Matthew Lawhead, Tab Memmott, Niklas Smedemark-Margulies, Jack Wiedrick, Deniz Erdogmus, Barry Oken, Keith Vertanen, Melanie Fried-Oken
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引用次数: 0

摘要

目的:RSVP键盘是一种非植入式、基于事件相关电位的脑机接口(BCI)系统,旨在支持重度语言和肢体障碍患者的交流访问。本文介绍了一种新的RSVP键盘界面Inquiry Preview,它为具有一些自主运动功能的用户提供了开关输入,并描述了它对打字性能和其他结果的影响。方法:四名残疾人参与了RSVP键盘可能的开关输入应用程序的协同设计,从而开发了探究预览和一种将开关输入与语言模型和脑电图(EEG)证据融合的方法。24名无残疾的参与者和1名患有不完全闭锁综合征的潜在终端用户参加了两个实验,研究了在抄写拼写任务中,询问预览和两种开关输入模式对打字准确性和速度的影响。主要结果:对于没有残疾的参与者,与标准RSVP键盘条件相比,查询预览和开关输入倾向于使打字性能变差,对速度的影响比对准确性的影响更一致。然而,存在相当大的差异,一些参与者展示了通过查询预览和切换输入改进的打字性能和更好的用户体验。潜在终端用户的打字性能与没有残疾的参与者相当。他在“查询预览”和“切换输入”中打字速度最快、最准确,并对这些情况给出了良好的用户体验评级,但他更喜欢标准的“回复”键盘。意义:查询预览是RSVP键盘BCI的一种新颖的多模态接口,将开关输入作为额外的控制信号。不同参与者的打字性能、用户体验和偏好差异很大,这加强了对灵活、可定制的BCI系统的需求,该系统可以适应个人用户。临床试验:gov标识符:NCT04468919。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
RSVP keyboard with inquiry preview: mixed performance and user experience with an adaptive, multimodal typing interface combining EEG and switch input.

Objective.The RSVP Keyboard is a non-implantable, event-related potential-based brain-computer interface (BCI) system designed to support communication access for people with severe speech and physical impairments. Here we introduce inquiry preview (IP), a new RSVP Keyboard interface incorporating switch input for users with some voluntary motor function, and describe its effects on typing performance and other outcomes.Approach.Four individuals with disabilities participated in the collaborative design of possible switch input applications for the RSVP Keyboard, leading to the development of IP and a method of fusing switch input with language model and electroencephalography (EEG) evidence for typing. Twenty-four participants without disabilities and one potential end user with incomplete locked-in syndrome took part in two experiments investigating the effects of IP and two modes of switch input on typing accuracy and speed during a copy-spelling task.Main results.For participants without disabilities, IP and switch input tended to worsen typing performance compared to the standard RSVP Keyboard condition, with more consistent effects across participants for speed than for accuracy. However, there was considerable variability, with some participants demonstrating improved typing performance and better user experience (UX) with IP and switch input. Typing performance for the potential end user was comparable to that of participants without disabilities. He typed most quickly and accurately with IP and switch input and gave favorable UX ratings to those conditions, but preferred standard RSVP Keyboard.Significance.IP is a novel multimodal interface for the RSVP Keyboard BCI, incorporating switch input as an additional control signal. Typing performance and UX and preference varied widely across participants, reinforcing the need for flexible, customizable BCI systems that can adapt to individual users. ClinicalTrials.gov Identifier: NCT04468919.

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