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Investigating the origin of nonfluency in aphasia: A path modeling approach to neuropsychology

机译:研究失语症患者非流利性的起源:神经心理学的路径建模方法

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摘要

A major challenge in understanding the origin of clinical symptoms in neuropsychological impairments is capturing the complexity of the underlying cognitive structure. This paper presents a practical guide to path modeling, a statistical approach that is well-suited for modeling multivariate outcomes with a multi-factorial origin. We discuss a step-by-step application of such a model to the problem of nonfluency in aphasia. Individuals with aphasia are often classified into fluent and nonfluent groups for both clinical and research purposes, but despite a large body of research on the topic, the origin of nonfluency remains obscure. We propose a model of nonfluency inspired by the psycholinguistic approach to sentence production, review several bodies of work that have independently suggested a relationship between fluency and various elements in this model, and implement it using path modeling on data from 112 individuals with aphasia from the AphasiaBank. The results show that word production, comprehension, and working memory deficits all contribute to nonfluency, in addition to syntactic impairment which has a strong and direct impact on fluency. More generally, we demonstrate that a path model is an excellent tool for exploring complex neuropsychological symptoms such as nonfluency.
机译:理解神经心理障碍中临床症状的起源的主要挑战是捕获潜在认知结构的复杂性。本文提供了路径建模的实用指南,这是一种统计方法,非常适合对具有多因素来源的多变量结果进行建模。我们讨论了这种模型在失语症非流利性问题上的逐步应用。出于临床和研究目的,失语症患者通常分为流利的和不流利的人群,但是尽管对该主题进行了大量研究,但非流利的起源仍然不清楚。我们提出了一种基于心理语言学方法进行句子产生的非流利模型,回顾了一些独立地提出流利性与该模型中各个要素之间关系的工作,并使用路径建模对来自112名失语症患者的数据进行了路径建模失语症银行。结果表明,单词产生,理解和工作记忆缺陷均会导致非流利性,此外句法障碍也会对流利性产生直接而直接的影响。更广泛地说,我们证明路径模型是探索复杂的神经心理学症状(如非流利性)的绝佳工具。

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