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
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
strawberry完成签到,获得积分10
刚刚
panda发布了新的文献求助10
2秒前
Sivledy完成签到,获得积分10
3秒前
3秒前
wuyu发布了新的文献求助10
3秒前
LXR发布了新的文献求助10
3秒前
3秒前
4秒前
多金多金完成签到 ,获得积分10
6秒前
自信石头发布了新的文献求助10
6秒前
吧唧发布了新的文献求助10
7秒前
传奇3应助强健的匕采纳,获得10
7秒前
深情安青应助对映体采纳,获得10
7秒前
8秒前
儒雅的蜜粉完成签到,获得积分10
8秒前
zz发布了新的文献求助10
8秒前
8秒前
9秒前
陈丞澄发布了新的文献求助10
9秒前
蓦然发布了新的文献求助10
12秒前
12秒前
YCG完成签到 ,获得积分10
13秒前
竹筏过海应助淡然天问采纳,获得30
13秒前
浮游应助淡然天问采纳,获得10
13秒前
领导范儿应助柔弱的冬天采纳,获得30
14秒前
落后翠柏发布了新的文献求助10
15秒前
不安的成协完成签到,获得积分10
16秒前
16秒前
17秒前
长情听南发布了新的文献求助10
18秒前
锦慜发布了新的文献求助10
18秒前
顾矜应助蓦然采纳,获得10
19秒前
可爱的函函应助panda采纳,获得10
19秒前
量子星尘发布了新的文献求助10
19秒前
李昕123发布了新的文献求助10
20秒前
20秒前
吧唧完成签到,获得积分10
21秒前
123456完成签到,获得积分10
22秒前
大模型应助wjy321采纳,获得10
22秒前
云漫山发布了新的文献求助10
22秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Binary Alloy Phase Diagrams, 2nd Edition 6000
Encyclopedia of Reproduction Third Edition 3000
Comprehensive Methanol Science Production, Applications, and Emerging Technologies 2000
化妆品原料学 1000
The Political Psychology of Citizens in Rising China 800
1st Edition Sports Rehabilitation and Training Multidisciplinary Perspectives By Richard Moss, Adam Gledhill 600
热门求助领域 (近24小时)
化学 材料科学 生物 医学 工程类 计算机科学 有机化学 物理 生物化学 纳米技术 复合材料 内科学 化学工程 人工智能 催化作用 遗传学 数学 基因 量子力学 物理化学
热门帖子
关注 科研通微信公众号,转发送积分 5637805
求助须知:如何正确求助?哪些是违规求助? 4744034
关于积分的说明 15000235
捐赠科研通 4795945
什么是DOI,文献DOI怎么找? 2562246
邀请新用户注册赠送积分活动 1521747
关于科研通互助平台的介绍 1481704