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Latent Semantic Analysis Discriminates Children with Developmental Language Disorder (DLD) from Children with Typical Language Development

Computer based analyses offer a possibility for objective methods to assess semantic-linguistic quality of narratives at the text level. The aim of the present study is to investigate whether a semantic language impairment index (SELIMI) based on latent semantic analysis (LSA) can discriminate betwe...

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Autores principales: Bååth, Rasmus, Sikström, Sverker, Kalnak, Nelli, Hansson, Kristina, Sahlén, Birgitta
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6513896/
https://www.ncbi.nlm.nih.gov/pubmed/30684119
http://dx.doi.org/10.1007/s10936-018-09625-8
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author Bååth, Rasmus
Sikström, Sverker
Kalnak, Nelli
Hansson, Kristina
Sahlén, Birgitta
author_facet Bååth, Rasmus
Sikström, Sverker
Kalnak, Nelli
Hansson, Kristina
Sahlén, Birgitta
author_sort Bååth, Rasmus
collection PubMed
description Computer based analyses offer a possibility for objective methods to assess semantic-linguistic quality of narratives at the text level. The aim of the present study is to investigate whether a semantic language impairment index (SELIMI) based on latent semantic analysis (LSA) can discriminate between children with developmental language disorder (DLD) and children with typical language development. Spoken narratives from 54 children with DLD and 54 age matched controls with typical language development were summarized in a semantic representation generated using LSA. A statistical model was trained to discriminate between children with DLD and children with typical language development, given the semantic vector representing each individual child’s narrative. The results show that SELIMI could distinguish between children with DLD and children with typical language development significantly better than chance and thus has a potential to complement traditional analyses focussed on form or on the word level.
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spelling pubmed-65138962019-05-28 Latent Semantic Analysis Discriminates Children with Developmental Language Disorder (DLD) from Children with Typical Language Development Bååth, Rasmus Sikström, Sverker Kalnak, Nelli Hansson, Kristina Sahlén, Birgitta J Psycholinguist Res Article Computer based analyses offer a possibility for objective methods to assess semantic-linguistic quality of narratives at the text level. The aim of the present study is to investigate whether a semantic language impairment index (SELIMI) based on latent semantic analysis (LSA) can discriminate between children with developmental language disorder (DLD) and children with typical language development. Spoken narratives from 54 children with DLD and 54 age matched controls with typical language development were summarized in a semantic representation generated using LSA. A statistical model was trained to discriminate between children with DLD and children with typical language development, given the semantic vector representing each individual child’s narrative. The results show that SELIMI could distinguish between children with DLD and children with typical language development significantly better than chance and thus has a potential to complement traditional analyses focussed on form or on the word level. Springer US 2019-01-25 2019 /pmc/articles/PMC6513896/ /pubmed/30684119 http://dx.doi.org/10.1007/s10936-018-09625-8 Text en © The Author(s) 2019 OpenAccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
spellingShingle Article
Bååth, Rasmus
Sikström, Sverker
Kalnak, Nelli
Hansson, Kristina
Sahlén, Birgitta
Latent Semantic Analysis Discriminates Children with Developmental Language Disorder (DLD) from Children with Typical Language Development
title Latent Semantic Analysis Discriminates Children with Developmental Language Disorder (DLD) from Children with Typical Language Development
title_full Latent Semantic Analysis Discriminates Children with Developmental Language Disorder (DLD) from Children with Typical Language Development
title_fullStr Latent Semantic Analysis Discriminates Children with Developmental Language Disorder (DLD) from Children with Typical Language Development
title_full_unstemmed Latent Semantic Analysis Discriminates Children with Developmental Language Disorder (DLD) from Children with Typical Language Development
title_short Latent Semantic Analysis Discriminates Children with Developmental Language Disorder (DLD) from Children with Typical Language Development
title_sort latent semantic analysis discriminates children with developmental language disorder (dld) from children with typical language development
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6513896/
https://www.ncbi.nlm.nih.gov/pubmed/30684119
http://dx.doi.org/10.1007/s10936-018-09625-8
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