Cognitive screening test for rehabilitation using spatiotemporal data extracted from a digital trail making test part-A

考试(生物学) 认知 康复 试制试验 计算机科学 人工智能 心理学 物理医学与康复 医学 物理疗法 认知障碍 精神科 地质学 古生物学
作者
Kouki Kubo,Seiji Hama,Akira Furui,Tomohiko Mizuguchi,Zu Soh,Akiko Yanagawa,Akihiko Kandori,Hiroto Sakai,Yutaro Morisako,Yuki Orino,Maho Hamai,Kasumi Fujita,Shigeto Yamawaki,Toshio Tsuji
出处
期刊:Heliyon [Elsevier BV]
卷期号:10 (13): e33135-e33135 被引量:1
标识
DOI:10.1016/j.heliyon.2024.e33135
摘要

We investigated a newly developed digitized Trail Making Test using an iPad (iTMT) as a brief cognitive function screening test. We found that the iTMT part-A (iTMT-A) can estimate generalized cognitive function in rehabilitation inpatients examined using the Mini-Mental State Examination (MMSE). Forty-two hospitalized participants undergoing rehabilitation (rehab participants), 30 of whom had cerebral infarction/hemorrhage (stroke participants), performed the iTMT five times (first three times: iTMT-A; fourth: pTMT-A; fifth: the inverse version of iTMT-A) and the MMSE once. Each iTMT-A trial's completion time was divided into the move and dwell times. A linear mixed model following post-hoc tests revealed that the completion time of the third and fourth iTMT-A was faster compared to that of the first iTMT-A, suggesting the presence of a learning effect. In the partial least squares (PLS) regression analysis, the coefficient of determination for estimating the MMSE score was increased by using the dwell and move times extracted from the repeated iTMT-A and the availability of TMT-B, even for subjects with low MMSE scores. These findings indicate that the dwell time of iTMT-A and the availability of TMT-B may be important for estimating cognitive function. The iTMT-A extracts significant factors temporally and spatially, and by incorporating the learning effect of repeated trials, it may be possible to screen cognitive and physical functions for rehabilitation patients.

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