Technical University of Denmark, DTU Compute, Kgs. Lyngby, Denmark.
Stanford University, Department of Psychology, Palo Alto, USA.
Sci Rep. 2017 Mar 7;7:43916. doi: 10.1038/srep43916.
We performed simultaneous recordings of electroencephalography (EEG) from multiple students in a classroom, and measured the inter-subject correlation (ISC) of activity evoked by a common video stimulus. The neural reliability, as quantified by ISC, has been linked to engagement and attentional modulation in earlier studies that used high-grade equipment in laboratory settings. Here we reproduce many of the results from these studies using portable low-cost equipment, focusing on the robustness of using ISC for subjects experiencing naturalistic stimuli. The present data shows that stimulus-evoked neural responses, known to be modulated by attention, can be tracked for groups of students with synchronized EEG acquisition. This is a step towards real-time inference of engagement in the classroom.
我们在教室中对多名学生进行了脑电图 (EEG) 的同步记录,并测量了由常见视频刺激引发的活动的受试者间相关性 (ISC)。在之前的研究中,使用实验室设置中的高级设备,ISC 被定量为与参与度和注意力调节有关。在这里,我们使用便携式低成本设备再现了这些研究中的许多结果,重点是使用 ISC 对经历自然刺激的受试者的稳健性。本数据表明,众所周知,注意力可以调节刺激引起的神经反应,并且可以对具有同步 EEG 采集的学生群体进行跟踪。这是实现课堂参与实时推断的一步。