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基于数据驱动的脑瘫儿童构音障碍类型分类。

Data-Driven Classification of Dysarthria Profiles in Children With Cerebral Palsy.

机构信息

Department of Communication Sciences and Disorders, University of Wisconsin-Madison.

Waisman Center, University of Wisconsin-Madison.

出版信息

J Speech Lang Hear Res. 2018 Dec 10;61(12):2837-2853. doi: 10.1044/2018_JSLHR-S-17-0356.

DOI:10.1044/2018_JSLHR-S-17-0356
PMID:30481827
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6440310/
Abstract

PURPOSE

The objectives of this study were to examine different speech profiles among children with dysarthria secondary to cerebral palsy (CP) and to characterize the effect of different speech profiles on intelligibility.

METHOD

Twenty 5-year-old children with dysarthria secondary to CP and 20 typically developing children were included in this study. Six acoustic and perceptual speech measures were selected to quantify a range of segmental and suprasegmental speech characteristics and were measured from children's sentence productions. Hierarchical cluster analysis was used to identify naturally occurring subgroups of children who had similar profiles of speech features.

RESULTS

Results revealed 4 naturally occurring speech clusters among children: 1 cluster of children with typical development and 3 clusters of children with dysarthria secondary to CP. Two of the 3 dysarthria clusters had statistically equivalent intelligibility levels but significantly differed in articulation rate and degree of hypernasality.

CONCLUSION

This study provides initial evidence that different speech profiles exist among 5-year-old children with dysarthria secondary to CP, even among children with similar intelligibility levels, suggesting the potential for developing a pediatric dysarthria classification system that could be used to stratify children with dysarthria into meaningful subgroups for studying speech motor development and efficacy of interventions.

摘要

目的

本研究旨在探讨脑瘫继发构音障碍儿童的不同语音特征,并分析这些语音特征对清晰度的影响。

方法

本研究纳入了 20 名 5 岁脑瘫继发构音障碍儿童和 20 名正常发育儿童。我们选择了 6 项声学和感知语音测量指标,以量化一系列音段和超音段语音特征,并从儿童的句子产生中进行测量。使用层次聚类分析来识别具有相似语音特征的自然分组。

结果

研究结果揭示了 4 种自然发生的语音聚类,其中 1 个聚类为正常发育儿童,3 个聚类为脑瘫继发构音障碍儿童。这 3 个构音障碍聚类中的 2 个在清晰度方面具有统计学等效水平,但在发音速度和过度鼻音程度上存在显著差异。

结论

本研究首次提供了证据,表明脑瘫继发构音障碍儿童之间存在不同的语音特征,即使在清晰度相似的儿童中也是如此,这表明有可能开发一种儿科构音障碍分类系统,将构音障碍儿童分为有意义的亚组,以研究言语运动发育和干预效果。

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本文引用的文献

1
Acoustic Predictors of Pediatric Dysarthria in Cerebral Palsy.脑瘫患儿构音障碍的声学预测指标
J Speech Lang Hear Res. 2018 Mar 15;61(3):462-478. doi: 10.1044/2017_JSLHR-S-16-0414.
2
Predicting Intelligibility Gains in Individuals With Dysarthria From Baseline Speech Features.基于基线语音特征预测构音障碍个体的可懂度提升情况。
J Speech Lang Hear Res. 2017 Nov 9;60(11):3043-3057. doi: 10.1044/2016_JSLHR-S-16-0218.
3
Range and Precision of Formant Movement in Pediatric Dysarthria.小儿构音障碍中元音共振峰运动的范围与精度
J Speech Lang Hear Res. 2017 Jul 12;60(7):1864-1876. doi: 10.1044/2017_JSLHR-S-15-0438.
4
Longitudinal development of communication in children with cerebral palsy between 24 and 53 months: Predicting speech outcomes.24至53个月脑瘫患儿沟通能力的纵向发展:预测言语结果。
Dev Neurorehabil. 2017 Aug;20(6):323-330. doi: 10.1080/17518423.2016.1239135. Epub 2016 Oct 28.
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A Guideline of Selecting and Reporting Intraclass Correlation Coefficients for Reliability Research.可靠性研究中组内相关系数选择与报告指南
J Chiropr Med. 2016 Jun;15(2):155-63. doi: 10.1016/j.jcm.2016.02.012. Epub 2016 Mar 31.
6
Dysarthria in Adults With Cerebral Palsy: Clinical Presentation and Impacts on Communication.成人脑瘫患者的构音障碍:临床表现及对沟通的影响
J Speech Lang Hear Res. 2016 Apr 1;59(2):216-29. doi: 10.1044/2015_JSLHR-S-15-0086.
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Dev Med Child Neurol. 2016 Jun;58(6):597-604. doi: 10.1111/dmcn.12944. Epub 2015 Nov 2.
8
Variability and Diagnostic Accuracy of Speech Intelligibility Scores in Children.儿童言语可懂度分数的变异性与诊断准确性
J Speech Lang Hear Res. 2015 Dec;58(6):1695-707. doi: 10.1044/2015_JSLHR-S-14-0365.
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Contributors to Intelligibility in Preschool- Aged Children with Cerebral Palsy.脑瘫学龄前儿童言语清晰度的影响因素
J Med Speech Lang Pathol. 2012 Dec;20(4).
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J Med Speech Lang Pathol. 2013;20(4):88-94.