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通过隐马尔可夫模型理解孤立英语单词阅读中眼动模式和一致性的作用。

Understanding the Role of Eye Movement Pattern and Consistency in Isolated English Word Reading Through Hidden Markov Modeling.

机构信息

Department of Psychology, University of Hong Kong.

Division of Social Science, Hong Kong University of Science & Technology.

出版信息

Cogn Sci. 2024 Sep;48(9):e13489. doi: 10.1111/cogs.13489.

Abstract

In isolated English word reading, readers have the optimal performance when their initial eye fixation is directed to the area between the beginning and word center, that is, the optimal viewing position (OVP). Thus, how well readers voluntarily direct eye gaze to this OVP during isolated word reading may be associated with reading performance. Using Eye Movement analysis with Hidden Markov Models, we discovered two representative eye movement patterns during lexical decisions through clustering, which focused at the OVP and the word center, respectively. Higher eye movement similarity to the OVP-focusing pattern predicted faster lexical decision time in addition to cognitive abilities and lexical knowledge. However, the OVP-focusing pattern was associated with longer isolated single letter naming time, suggesting conflicting visual abilities required for identifying isolated letters and multi-letter words. In contrast, in both word and pseudoword naming, although clustering did not reveal an OVP-focused pattern, higher consistency of the first fixation as measured in entropy predicted faster naming time in addition to cognitive abilities and lexical knowledge. Thus, developing a consistent eye movement pattern focusing on the OVP is essential for word orthographic processing and reading fluency. This finding has important implications for interventions for reading difficulties.

摘要

在孤立的英文单词阅读中,当读者的初始注视点位于单词起始位置和中心位置之间时(即最佳注视位置,OVP),他们的阅读表现最佳。因此,读者在孤立单词阅读时自主将注视点引导至 OVP 的能力可能与阅读表现相关。我们使用隐马尔可夫模型的眼动分析发现,通过聚类,在词汇判断任务中存在两种具有代表性的眼动模式,分别聚焦于 OVP 和单词中心。与聚焦于 OVP 的眼动模式相似度越高,词汇判断时间越快,认知能力和词汇知识的作用也越明显。然而,与 OVP 聚焦模式相关的是,孤立字母命名时间更长,这表明识别孤立字母和多字母单词需要不同的视觉能力。相比之下,在单词和伪词命名中,虽然聚类没有揭示出聚焦于 OVP 的模式,但首次注视的一致性(以熵来衡量)越高,命名时间越快,认知能力和词汇知识的作用也越明显。因此,发展聚焦于 OVP 的一致眼动模式对于单词的正字法加工和阅读流畅性至关重要。这一发现对阅读障碍的干预具有重要意义。

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