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The effect of convolving word length word frequency function word predictability and first pass reading time in the analysis of a fixation-related fMRI dataset

机译:卷积字长词频功能词的可预测性和首读时间对固定相关的fMRI数据集分析的影响

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摘要

The data presented in this document was created to explore the effect of including or excluding word length, word frequency, the lexical predictability of function words and first pass reading time (or the duration of the first fixation on a word) as either baseline regressors or duration modulators on the final analysis for a fixation-related fMRI investigation of linguistic processing. The effect of these regressors was a central question raised during the review of Linguistic networks associated with lexical, semantic and syntactic predictability in reading: A fixation-related fMRI study [1]. Three datasets were created and compared to the original dataset to determine their effect. The first examines the effect of adding word length and word frequency as baseline regressors. The second examines the effect of removing first pass reading time as a duration modulator. The third examines the inclusion of function word predictability into the baseline hemodynamic response function. Statistical maps were created for each dataset and compared to the primary dataset (published in [1]) across the linguistic conditions of the initial dataset (lexical predictability, semantic predictability or syntax predictability).
机译:创建本文档中提供的数据是为了探索包括或不包括单词长度,单词频率,功能词的词汇可预测性以及首次通过阅读时间(或第一次在单词上进行固定的持续时间)作为基线回归指标或效果的影响。持续时间调制器的最终分析用于与固定相关的功能磁共振成像研究中的语言处理。这些回归变量的作用是在与阅读中的词汇,语义和句法可预测性相关的语言网络的回顾中提出的一个核心问题:与固定有关的功能磁共振成像研究[1]。创建了三个数据集,并将它们与原始数据集进行比较以确定它们的效果。第一个研究了增加字长和字频作为基线回归的影响。第二部分研究了删除第一遍读取时间作为持续时间调制器的影响。第三部分研究了功能词可预测性是否包含在基线血液动力学响应功能中。为每个数据集创建统计图,并与初始数据集的语言条件(词汇可预测性,语义可预测性或语法可预测性)的主要数据集(在[1]中发布​​)进行比较。

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