Language Sample Analysis With TalkBank: An Update and Review

This chapter examines state-of-the-art methods for coding, analyzing, and interpreting discourse-level language data from children and adults with language disorders using the data, tools, and methods provided by the TalkBank system (https://www.talkbank.org). These open and free methods have been u...

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Main Authors: Brian MacWhinney, Davida Fromm
Format: Article
Language:English
Published: Frontiers Media S.A. 2022-04-01
Series:Frontiers in Communication
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fcomm.2022.865498/full
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author Brian MacWhinney
Davida Fromm
author_facet Brian MacWhinney
Davida Fromm
author_sort Brian MacWhinney
collection DOAJ
description This chapter examines state-of-the-art methods for coding, analyzing, and interpreting discourse-level language data from children and adults with language disorders using the data, tools, and methods provided by the TalkBank system (https://www.talkbank.org). These open and free methods have been used for language sample analysis (LSA) with several clinical populations (e.g., child language disorders, stuttering, aphasia, dementia, traumatic brain injury, right hemisphere brain damage), as well as with control participants without communication impairments. We review the six core principles guiding TalkBank, the current shape of the 15 TalkBank databanks, and the different analytic tools provided by TalkBank. We examine automatic TalkBank methods that use ASR (automatic speech recognition), NLP (natural language processing), database technology, statistics in R and Python, and ML (machine learning). The specific tools include corpus analysis methods, LSA profiling systems, online database searches through TalkBank, online browsing through transcripts linked to media, and a new system for online collaborative commentary. These systems provide multimedia access to transcripts from a wide variety of participants with and without language disorders.
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spelling doaj.art-7bf3452dc7c24896aad436f106f657cd2022-12-22T01:10:01ZengFrontiers Media S.A.Frontiers in Communication2297-900X2022-04-01710.3389/fcomm.2022.865498865498Language Sample Analysis With TalkBank: An Update and ReviewBrian MacWhinneyDavida FrommThis chapter examines state-of-the-art methods for coding, analyzing, and interpreting discourse-level language data from children and adults with language disorders using the data, tools, and methods provided by the TalkBank system (https://www.talkbank.org). These open and free methods have been used for language sample analysis (LSA) with several clinical populations (e.g., child language disorders, stuttering, aphasia, dementia, traumatic brain injury, right hemisphere brain damage), as well as with control participants without communication impairments. We review the six core principles guiding TalkBank, the current shape of the 15 TalkBank databanks, and the different analytic tools provided by TalkBank. We examine automatic TalkBank methods that use ASR (automatic speech recognition), NLP (natural language processing), database technology, statistics in R and Python, and ML (machine learning). The specific tools include corpus analysis methods, LSA profiling systems, online database searches through TalkBank, online browsing through transcripts linked to media, and a new system for online collaborative commentary. These systems provide multimedia access to transcripts from a wide variety of participants with and without language disorders.https://www.frontiersin.org/articles/10.3389/fcomm.2022.865498/fullaphasiachild languagelanguage sample analysisTalkBankautomationdiscourse assessment
spellingShingle Brian MacWhinney
Davida Fromm
Language Sample Analysis With TalkBank: An Update and Review
Frontiers in Communication
aphasia
child language
language sample analysis
TalkBank
automation
discourse assessment
title Language Sample Analysis With TalkBank: An Update and Review
title_full Language Sample Analysis With TalkBank: An Update and Review
title_fullStr Language Sample Analysis With TalkBank: An Update and Review
title_full_unstemmed Language Sample Analysis With TalkBank: An Update and Review
title_short Language Sample Analysis With TalkBank: An Update and Review
title_sort language sample analysis with talkbank an update and review
topic aphasia
child language
language sample analysis
TalkBank
automation
discourse assessment
url https://www.frontiersin.org/articles/10.3389/fcomm.2022.865498/full
work_keys_str_mv AT brianmacwhinney languagesampleanalysiswithtalkbankanupdateandreview
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