使用迭代二分类器3 (Id3)算法检测儿童语言延迟:早产、性别、语言延迟家族史、教育和职业

Nita Hestiyana, D. Sinambela, Nurul Hidayah
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引用次数: 0

摘要

背景:研究强调了早产低体重儿在认知能力方面的一系列持续缺陷。语言和注意力问题是这些缺陷之一,尽管早期发展中注意和语言之间关系的本质尚不清楚。语言困难在早产儿中很普遍,包括发音问题和表达性语言迟缓,这可以表现为词汇和语法的贫乏。语音意识方面的困难也很常见,预示着以后的阅读和写作能力下降。本研究旨在探讨迭代二分法3 (ID3)算法对儿童言语延迟的检测。对象和方法:这是一项在印度尼西亚南加里曼丹Banjarmasin的Ulin医院进行的回顾性研究。以100名儿童为样本,包括51名语言发育迟缓的儿童和49名语言发育正常的儿童。研究变量是语言延迟。语音延迟测量采用迭代二分类-3算法。结果:迭代二分类-3算法显示,早产是导致儿童言语迟缓的主要原因。影响早产的因素包括母亲的职业、男性子女、父母的教育程度和言语迟缓家族史。结论:早产是儿童语言发育迟缓的主要原因。
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Detection of Speech Delayed in Children using Iterative Dichotomiser 3 (Id3) Algorithm: Prematurity, Gender, Family History of Speech Delay, Education, and Occupation
Background: Research has highlighted a series of persistent deficits in cognitive ability in preterm low-birth-weight children. Language and attention problems are among these deficits, although the nature of the relation between attention and language in early development is not well know. Language difficulties are prevalent in premature children and include articulation problems and expressive language delays, which can manifest themselves as poor vocabulary and grammar. Difficulties with phonological awareness are also common and predict later poor reading and writing. This study aimed to examine detection of speech delayed in children using iterative dichotomiser 3 (ID3) algorithm. Subjects and Method: This was a retrospective study conducted at Ulin Hospital, Banjarmasin, South Kalimantan, Indonesia. A sample of 100 children, included 51 children with speech delay and 49 children with normal speech development. The study variable was speech delayed. Speech delayed was measured by iterative dichotomiser-3 algorithm. Results: Iterative dichotomiser-3 algorithm showed that prematurity was the main cause of speech delayed in children. Prematurity was affected by occupied mothers, male children, parental education, and family history of speech delay. Conclusion: Prematurity is the main cause of speech delayed in children.
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