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Exploring the Multimodal Integration of VR and MRI biomarkers for Enhanced Early Detection of Mild Cognitive Impairment

Authors
Park, BogyeomKim, YuwonPark, JinseokChoi, HojinKim, Seong-EunRyu, HokyoungSeo, Kyoungwon
Issue Date
May-2024
Publisher
Association for Computing Machinery
Keywords
Biomarker; Magnetic resonance imaging; Mild cognitive impairment; Virtual reality
Citation
Conference on Human Factors in Computing Systems - Proceedings, pp 1 - 8
Pages
8
Indexed
SCOPUS
Journal Title
Conference on Human Factors in Computing Systems - Proceedings
Start Page
1
End Page
8
URI
https://scholarworks.bwise.kr/hanyang/handle/2021.sw.hanyang/198007
DOI
10.1145/3613905.3651108
ISSN
0000-0000
Abstract
Early detection of mild cognitive impairment (MCI) is crucial to impede dementia progression. Virtual reality (VR) biomarkers are adept at detecting impairments in instrumental activities of daily living (IADL), whereas magnetic resonance imaging (MRI) biomarkers excel in measuring observable structural changes in the brain. However, the efficacy of integrating VR and MRI biomarkers to improve early MCI detection remains unclear. This study aims to evaluate and compare the effectiveness of VR and MRI biomarkers and investigates the potential of their combined use for more accurate early MCI detection. Through support vector machine analysis, distinct characteristics were observed. For identifying MCI, VR biomarkers demonstrated high specificity (90.0%), whereas MRI showed high sensitivity (90.9%). The combination of both biomarkers yielded superior results in accuracy (94.4%), sensitivity (100.0%), and specificity (90.9%). Drawing from these results, we suggest a sequential diagnostic approach, employing VR for initial screening and MRI for subsequent confirmation of MCI.
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서울 의과대학 > 서울 신경과학교실 > 1. Journal Articles
서울 기술경영전문대학원 > 서울 기술경영학과 > 1. Journal Articles

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Park, Jin Seok
서울 의과대학 (DEPARTMENT OF NEUROLOGY)
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