Synergy Through Integration of Wearable EEG and Virtual Reality for Mild Cognitive Impairment and Mild Dementia Screening.

脑电图 可穿戴计算机 痴呆 计算机科学 虚拟现实 判别式 认知 任务(项目管理) 特征(语言学) 基本认知任务 物理医学与康复 人工智能 人机交互
作者
Bohee Lee,Taeheon Lee,Hyungsin Jeon,Songsub Lee,Kibum Kim,Wanhee Cho,Jeonghwan Hwang,Yong-Wook Chae,Jin-Man Jung,Hyo Jin Kang,Nan Hee Kim,Cheolmin Shin,Jaeson Jang
出处
期刊:IEEE Journal of Biomedical and Health Informatics [Institute of Electrical and Electronics Engineers]
卷期号:26 (7): 2909-2919
标识
DOI:10.1109/jbhi.2022.3147847
摘要

Virtual reality (VR) technologies have shown promising potential in the early diagnosis of dementia by enabling accessible and regular assessment. However, previous VR studies were restricted to the analysis of behavioral responses, so information about degenerated brain dynamics could not be directly acquired. To address this issue, we provide a cognitive impairment (CI) screening tool based on a wearable EEG device integrated into a VR platform. Subjects were asked to use a hardware setup consisting of a frontal six-channel EEG device mounted on a VR device and to perform four cognitive tasks in VR. Behavioral response profiles and EEG features were extracted during the tasks, and classifiers were trained on extracted features to differentiate subjects with CI from healthy controls (HCs). Notably, the performance of the patient classification consistently improved when EEG characteristics measured during cognitive tasks were additionally included in feature attributes than when only the task scores or resting-state EEG features were used, suggesting that our protocol provides discriminative information for screening. These results propose that the integration of EEG devices into a VR framework could emerge as a powerful and synergistic strategy for constructing an easily accessible EEG-based CI screening tool.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
suo发布了新的文献求助10
刚刚
1秒前
anan应助是奶柚啊采纳,获得10
1秒前
2秒前
烂漫香水完成签到 ,获得积分10
2秒前
烂漫薯片发布了新的文献求助10
3秒前
皮卡兔发布了新的文献求助10
3秒前
mm发布了新的文献求助10
3秒前
lyk发布了新的文献求助10
4秒前
Ann发布了新的文献求助10
6秒前
今后应助pp采纳,获得10
7秒前
hu完成签到 ,获得积分10
7秒前
7秒前
Glow发布了新的文献求助10
8秒前
斯文败类应助doudou采纳,获得10
8秒前
8秒前
笨笨伟泽完成签到,获得积分10
9秒前
9秒前
小二郎应助annie采纳,获得10
10秒前
10秒前
C.Z.Young发布了新的文献求助10
11秒前
111Q完成签到,获得积分10
11秒前
N型半导体发布了新的文献求助10
11秒前
11秒前
adasdad完成签到 ,获得积分10
11秒前
rusellw完成签到,获得积分20
12秒前
桐桐应助机灵的醉山采纳,获得10
12秒前
12秒前
DDDD发布了新的文献求助10
13秒前
dollarpuff完成签到 ,获得积分10
14秒前
Blue发布了新的文献求助10
14秒前
gexzygg应助N型半导体采纳,获得10
14秒前
Owen应助N型半导体采纳,获得10
14秒前
明轩完成签到,获得积分10
15秒前
15秒前
英姑应助尕翠采纳,获得10
15秒前
沉静小萱完成签到 ,获得积分10
15秒前
Glow完成签到,获得积分10
15秒前
15秒前
rusellw发布了新的文献求助10
15秒前
高分求助中
(禁止应助)【重要!!请各位详细阅读】【科研通的精品贴汇总】 10000
Social Epistemology: The Niches for Knowledge and Ignorance 500
Introducing Sociology Using the Stuff of Everyday Life 400
Conjugated Polymers: Synthesis & Design 400
Picture Books with Same-sex Parented Families: Unintentional Censorship 380
Metals, Minerals, and Society 300
変形菌ミクソヴァース 300
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 遗传学 基因 物理化学 催化作用 冶金 细胞生物学 免疫学
热门帖子
关注 科研通微信公众号,转发送积分 4250916
求助须知:如何正确求助?哪些是违规求助? 3784173
关于积分的说明 11877959
捐赠科研通 3435680
什么是DOI,文献DOI怎么找? 1885395
邀请新用户注册赠送积分活动 937016
科研通“疑难数据库(出版商)”最低求助积分说明 842893