MOBI-COG: A Mobile Application for Instant Screening of Dementia Using the Mini-Cog Test

S. Nirjon, I. Emi, M. A. S. Mondol, Asif Salekin, J. Stankovic
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引用次数: 17

Abstract

In this paper, we present MOBI-COG which is an application that runs on a mobile device, such as a tablet or a smartphone, and provides an automated and instant dementia screening service. The MOBI-COG App is a complete automation of a widely used 3-minute dementia screening test called the Mini-Cog test, which is administered by primary caregivers for a quick screening of dementia in elderly. Besides asking the patient to remember and then recall a set of three words, the test involves a free-hand clock drawing test. The MOBI-COG App automates all these steps -- including the automatic assessment of the correctness of a clock drawn on the touch screen of a mobile device. We train the MOBI-COG App with over 1000 touch-drawn clocks and show that the system is capable of detecting and recognizing digits in less than 100 ms, in-situ (i.e. without the help of any back-end server), with 99.53% accuracy, and is robust to changes in people, sizes of the drawn digits, and screen sizes of the mobile devices. We perform a usability study of MOBI-COG involving eight healthy human subjects and show that the system is capable of performing all three steps of the test effectively. We also provide a summary of the users' comments on the application.
MOBI-COG:一款使用Mini-Cog测试进行痴呆即时筛查的移动应用程序
在本文中,我们介绍了MOBI-COG,这是一个运行在移动设备上的应用程序,如平板电脑或智能手机,并提供自动和即时的痴呆症筛查服务。MOBI-COG应用程序是一种广泛使用的3分钟痴呆症筛查测试的完全自动化,称为Mini-Cog测试,由主要护理人员管理,用于快速筛查老年人痴呆症。除了要求患者先记住然后再回忆一组三个单词外,该测试还包括徒手绘制时钟的测试。MOBI-COG应用程序将所有这些步骤自动化,包括自动评估移动设备触摸屏上绘制的时钟的正确性。我们用超过1000个触摸绘制时钟训练MOBI-COG应用程序,并表明该系统能够在不到100 ms的时间内检测和识别数字,原位(即没有任何后端服务器的帮助),准确率为99.53%,并且对人,绘制数字大小和移动设备屏幕尺寸的变化具有稳健性。我们对MOBI-COG进行了一项可用性研究,涉及8名健康的人类受试者,并表明该系统能够有效地执行测试的所有三个步骤。我们还提供了用户对应用程序的评论摘要。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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