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基于互联网的认知评估工具:系统设计与可行性研究。

The Internet-Based Cognitive Assessment Tool: System Design and Feasibility Study.

作者信息

Hafiz Pegah, Miskowiak Kamilla Woznica, Kessing Lars Vedel, Elleby Jespersen Andreas, Obenhausen Kia, Gulyas Lorant, Zukowska Katarzyna, Bardram Jakob Eyvind

机构信息

Digital Health Section, Department of Health Technology, Technical University of Denmark, Kongens Lyngby, Denmark.

Copenhagen Center for Health Technology, Technical University of Denmark, Kongens Lyngby, Denmark.

出版信息

JMIR Form Res. 2019 Jul 26;3(3):e13898. doi: 10.2196/13898.

Abstract

BACKGROUND

Persistent cognitive impairment is prevalent in unipolar and bipolar disorders and is associated with decreased quality of life and psychosocial dysfunction. The screen for cognitive impairment in psychiatry (SCIP) test is a validated paper-and-pencil instrument for the assessment of cognition in affective disorders. However, there is no digital cognitive screening tool for the brief and accurate assessment of cognitive impairments in this patient group.

OBJECTIVE

In this paper, we present the design process and feasibility study of the internet-based cognitive assessment tool (ICAT) that is designed based on the cognitive tasks of the SCIP. The aims of this feasibility study were to perform the following tasks among healthy individuals: (1) evaluate the usability of the ICAT, (2) investigate the feasibility of the ICAT as a patient-administered cognitive assessment tool, and (3) examine the performance of automatic speech recognition (ASR) for the assessment of verbal recall.

METHODS

The ICAT was developed in a user-centered design process. The cognitive measures of the ICAT were immediate and delayed recall, working memory, and psychomotor speed. Usability and feasibility studies were conducted separately with 2 groups of healthy individuals (N=21 and N=19, respectively). ICAT tests were available in the English and Danish languages. The participants were asked to fill in the post study system usability questionnaire (PSSUQ) upon completing the ICAT test. Verbal recall in the ICAT was assessed using ASR, and the performance evaluation criterion was word error rate (WER). A Pearson 2-tailed correlation analysis significant at the .05 level was applied to investigate the association between the SCIP and ICAT scores.

RESULTS

The overall psychometric factors of PSSUQ for both studies gave scores above 4 (out of 5). The analysis of the feasibility study revealed a moderate to strong correlation between the total scores of the SCIP and ICAT (r=0.63; P=.009). There were also moderate to strong correlations between the SCIP and ICAT subtests for immediate verbal recall (r=0.67; P=.002) and psychomotor speed (r=0.71; P=.001). The associations between the respective subtests for working memory, executive function, and delayed recall, however, were not statistically significant. The corresponding WER for English and Danish responses were 17.8% and 6.3%, respectively.

CONCLUSIONS

The ICAT is the first digital screening instrument modified from the SCIP using Web-based technology and ASR. There was good accuracy of the ASR for verbal memory assessment. The moderate correlation between the ICAT and SCIP scores suggests that the ICAT is a valid tool for assessing cognition, although this should be confirmed in a larger study with greater statistical power. Taken together, the ICAT seems to be a valid Web-based cognitive assessment tool that, after some minor modifications and further validation, may be used to screen for cognitive impairment in clinical settings.

摘要

背景

持续性认知障碍在单相和双相情感障碍中普遍存在,与生活质量下降和心理社会功能障碍相关。精神科认知障碍筛查(SCIP)测试是一种经过验证的纸笔工具,用于评估情感障碍中的认知功能。然而,目前尚无用于该患者群体简短、准确评估认知障碍的数字认知筛查工具。

目的

本文介绍基于SCIP认知任务设计的基于互联网的认知评估工具(ICAT)的设计过程和可行性研究。本可行性研究的目的是在健康个体中完成以下任务:(1)评估ICAT的可用性;(2)调查ICAT作为患者自行管理的认知评估工具的可行性;(3)检查自动语音识别(ASR)在评估言语回忆方面的性能。

方法

ICAT是在以用户为中心的设计过程中开发的。ICAT的认知测量指标包括即时和延迟回忆、工作记忆以及心理运动速度。对两组健康个体(分别为N = 21和N = 19)分别进行了可用性和可行性研究。ICAT测试提供英文和丹麦语版本。参与者在完成ICAT测试后被要求填写研究后系统可用性问卷(PSSUQ)。ICAT中的言语回忆通过ASR进行评估,性能评估标准为单词错误率(WER)。应用在0.05水平显著的Pearson双尾相关分析来研究SCIP和ICAT分数之间的关联。

结果

两项研究中PSSUQ的总体心理测量因素得分均高于4(满分5分)。可行性研究分析显示,SCIP和ICAT的总分之间存在中度至强相关性(r = 0.63;P = 0.009)。SCIP和ICAT在即时言语回忆(r = 0.67;P = 0.002)和心理运动速度(r = 0.71;P = 0.001)的子测试之间也存在中度至强相关性。然而,工作记忆、执行功能和延迟回忆各自子测试之间的关联无统计学意义。英文和丹麦语回答的相应WER分别为17.8%和6.3%。

结论

ICAT是首个基于网络技术和ASR对SCIP进行改进的数字筛查工具。ASR在言语记忆评估方面具有良好的准确性。ICAT和SCIP分数之间的中度相关性表明ICAT是评估认知的有效工具,尽管这需要在具有更大统计效力的更大规模研究中得到证实。总体而言,ICAT似乎是一种有效的基于网络的认知评估工具,经过一些小的修改和进一步验证后,可用于临床环境中认知障碍的筛查。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ab23/6688443/7eb8b9e20b43/formative_v3i3e13898_fig1.jpg

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