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How Much Knowledge Is Too Little? When a Lack of Knowledge Becomes a Barrier to Comprehension

机译:多少知识太少了? 当缺乏知识成为理解的障碍时

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Have you ever found it difficult to read something because you lack knowledge on the topic? We investigated this phenomenon with a sample of 3,534 high school students who took a background-knowledge test before working on a reading-comprehension test on the topic of ecology. Broken-line regression revealed a knowledge threshold: Below the threshold, the relationship between comprehension and knowledge was weak (beta = 0.18), but above the threshold, a strong and positive relation emerged (beta = 0.81). Further analyses indicated that certain topically relevant words (e.g., ecosystem, habitat) were more important to know than others when predicting the threshold, and these keywords could be identified using natural-language-processing techniques. Collectively, these results may help identify who is likely to have a problem comprehending information on a specific topic and, to some extent, what knowledge is likely required to comprehend information on that topic.
机译:你有没有因为缺乏相关知识而感到阅读困难?我们以3534名高中生为样本,对这一现象进行了调查。这些学生在参加有关生态学的阅读理解测试之前进行了背景知识测试。折线回归显示了一个知识阈值:在阈值以下,理解和知识之间的关系较弱(β=0.18),但在阈值以上,出现了一个强而正的关系(β=0.81)。进一步的分析表明,在预测阈值时,某些与局部相关的词(例如生态系统、栖息地)比其他词更重要,可以使用自然语言处理技术识别这些关键词。总的来说,这些结果可能有助于确定谁在理解特定主题的信息时可能有问题,以及在某种程度上,理解该主题的信息可能需要哪些知识。

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