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高频停顿后单词选择和任务相关的言语行为是轻度认知障碍个体连贯言语的特征。

High frequency post-pause word choices and task-dependent speech behavior characterize connected speech in individuals with mild cognitive impairment.

作者信息

Kleiman Michael J, Galvin James E

机构信息

Comprehensive Center for Brain Health, Department of Neurology, University of Miami Miller School of Medicine, Boca Raton, FL 33433.

出版信息

medRxiv. 2024 Aug 16:2024.02.25.24303329. doi: 10.1101/2024.02.25.24303329.

Abstract

BACKGROUND

Alzheimer's disease (AD) is characterized by progressive cognitive decline, including impairments in speech production and fluency. Mild cognitive impairment (MCI), a prodrome of AD, has also been linked with changes in speech behavior but to a more subtle degree.

OBJECTIVE

This study aimed to investigate whether speech behavior immediately following both filled and unfilled pauses (post-pause speech behavior) differs between individuals with MCI and healthy controls (HCs), and how these differences are influenced by the cognitive demands of various speech tasks.

METHODS

Transcribed speech samples were analyzed from both groups across different tasks, including immediate and delayed narrative recall, picture descriptions, and free responses. Key metrics including lexical and syntactic complexity, lexical frequency and diversity, and part of speech usage, both overall and post-pause, were examined.

RESULTS

Significant differences in pause usage were observed between groups, with a higher incidence and longer latencies following these pauses in the MCI group. Lexical frequency following filled pauses was higher among MCI participants in the free response task but not in other tasks, potentially due to the relative cognitive load of the tasks. The immediate recall task was most useful at differentiating between groups. Predictive analyses utilizing random forest classifiers demonstrated high specificity in using speech behavior metrics to differentiate between MCI and HCs.

CONCLUSIONS

Speech behavior following pauses differs between MCI participants and healthy controls, with these differences being influenced by the cognitive demands of the speech tasks. These post-pause speech metrics can be easily integrated into existing speech analysis paradigms.

摘要

背景

阿尔茨海默病(AD)的特征是进行性认知衰退,包括言语表达和流畅性受损。轻度认知障碍(MCI)作为AD的前驱症状,也与言语行为的变化有关,但程度更为细微。

目的

本研究旨在调查MCI患者与健康对照者(HCs)在填充停顿和非填充停顿后的言语行为(停顿后言语行为)是否存在差异,以及这些差异如何受到各种言语任务认知需求的影响。

方法

分析了两组在不同任务中的转录言语样本,包括即时和延迟叙事回忆、图片描述和自由回答。检查了关键指标,包括词汇和句法复杂性、词汇频率和多样性以及词性使用情况,包括总体情况和停顿后情况。

结果

两组之间在停顿使用方面存在显著差异,MCI组的停顿发生率更高,停顿后的延迟时间更长。在自由回答任务中,MCI参与者填充停顿后的词汇频率较高,但在其他任务中并非如此,这可能是由于任务的相对认知负荷所致。即时回忆任务在区分两组时最有用。利用随机森林分类器进行的预测分析表明,使用言语行为指标区分MCI和HCs具有很高的特异性。

结论

MCI参与者和健康对照者停顿后的言语行为存在差异,这些差异受到言语任务认知需求的影响。这些停顿后言语指标可以很容易地整合到现有的言语分析范式中。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/455c/11331279/73e5ce0a61ee/nihpp-2024.02.25.24303329v3-f0001.jpg

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