Audibilidade para fala e reconhecimento de fala em crianças com deficiência auditiva

Detalhes bibliográficos
Ano de defesa: 2016
Autor(a) principal: Costa, Nayara Thais de Oliveira lattes
Orientador(a): Santos, Teresa Maria Momensohn dos
Banca de defesa: Não Informado pela instituição
Tipo de documento: Tese
Tipo de acesso: Acesso aberto
Idioma: por
Instituição de defesa: Pontifícia Universidade Católica de São Paulo
Programa de Pós-Graduação: Programa de Estudos Pós-Graduados em Fonoaudiologia
Departamento: Faculdade de Ciências Humanas e da Saúde
País: Brasil
Palavras-chave em Português:
Palavras-chave em Inglês:
Área do conhecimento CNPq:
Link de acesso: https://tede2.pucsp.br/handle/handle/18791
Resumo: Purpose: The main purpose of this study was to establish he relation between audibility for speech sounds and speech recognition in children with neurosensory hearing loss using hearing aid. Method: The subjects of this study were 40 children with moderate to severe hearing loss, of both sexes, with chronological age between tive and 12 years. Initially, the factors that may influence the analyzed subjects' performances in speech recognition tests were assessed. The investigated factors were: audibility for speech, according to Speech intelligibility index (SII); chronological age; audiometric characteristics; information regarding audiologic rehabilitation; means of communication and test material. Finally, groups composed by children with similar SII values were compared in order to identify the individual characteristics of each group and the aspects able to distinguish on group from the other. The studied variables were: audiologic and hearing aid use characteristics (time of sensory deprivation and mean hours of daily use) and performance in recognition of words and consonants. Results: The analysis showed that the SII values had a weak to moderate relation with speech recognition results. Regarding the other variables concerning the child, only the audiometric thresholds were also related to the child's behavior on the test, though this relation ,was always weak. There were statistical differences identified in the performances on the speech material, better for words with greater linguistic content. Finally, children in the group with better audibility - GrSII-1 had better performances in the speech recognition test, however, with more heterogeneous results among its members n compared to the group with lower audibility - GrSII-2. GrSII-1's recognition performance was more susceptible to the influence of other factors, such as time of sensory deprivation. The results of the group with lower audibility was more influenced by ifs audiometric limitations since children in this group had more errors than those in the first group, and these errors were mainly for speech segments with low acoustic energy. Conclusion: Audibility for speech, measured based on SII values is related to the performances of neurosensory hearing impaired children using individual hearing aid in speech recognition tests. However, it must be considered that, although this relation exists, SII represents only the speech signal that is accessible and useful through the hearing aid, and is incapable of expressing adverse factors that may influence the performance of children, such as adequate auditory stimulation deprivation or the test's material characteristic
id PUC_SP-1_68065cec947a5c745f434bc42e309ff7
oai_identifier_str oai:repositorio.pucsp.br:handle/18791
network_acronym_str PUC_SP-1
network_name_str Biblioteca Digital de Teses e Dissertações da PUC_SP
repository_id_str
spelling Santos, Teresa Maria Momensohn doshttp://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4464143P5Costa, Nayara Thais de Oliveira2016-08-05T12:13:18Z2016-03-16Costa, Nayara Thais de Oliveira. Audibilidade para fala e reconhecimento de fala em crianças com deficiência auditiva. 2016. 118 f. Tese (Doutorado em Fonoaudiologia) - Programa de Estudos Pós-Graduados em Fonoaudiologia, Pontifícia Universidade Católica de São Paulo, São Paulo, 2016.https://tede2.pucsp.br/handle/handle/18791Purpose: The main purpose of this study was to establish he relation between audibility for speech sounds and speech recognition in children with neurosensory hearing loss using hearing aid. Method: The subjects of this study were 40 children with moderate to severe hearing loss, of both sexes, with chronological age between tive and 12 years. Initially, the factors that may influence the analyzed subjects' performances in speech recognition tests were assessed. The investigated factors were: audibility for speech, according to Speech intelligibility index (SII); chronological age; audiometric characteristics; information regarding audiologic rehabilitation; means of communication and test material. Finally, groups composed by children with similar SII values were compared in order to identify the individual characteristics of each group and the aspects able to distinguish on group from the other. The studied variables were: audiologic and hearing aid use characteristics (time of sensory deprivation and mean hours of daily use) and performance in recognition of words and consonants. Results: The analysis showed that the SII values had a weak to moderate relation with speech recognition results. Regarding the other variables concerning the child, only the audiometric thresholds were also related to the child's behavior on the test, though this relation ,was always weak. There were statistical differences identified in the performances on the speech material, better for words with greater linguistic content. Finally, children in the group with better audibility - GrSII-1 had better performances in the speech recognition test, however, with more heterogeneous results among its members n compared to the group with lower audibility - GrSII-2. GrSII-1's recognition performance was more susceptible to the influence of other factors, such as time of sensory deprivation. The results of the group with lower audibility was more influenced by ifs audiometric limitations since children in this group had more errors than those in the first group, and these errors were mainly for speech segments with low acoustic energy. Conclusion: Audibility for speech, measured based on SII values is related to the performances of neurosensory hearing impaired children using individual hearing aid in speech recognition tests. However, it must be considered that, although this relation exists, SII represents only the speech signal that is accessible and useful through the hearing aid, and is incapable of expressing adverse factors that may influence the performance of children, such as adequate auditory stimulation deprivation or the test's material characteristicObjetivo: O objetivo geral desta pesquisa foi estabelecer a relação entre audibilidade para sons de fala e reconhecimento de fala em crianças com deficiência auditiva neurossensorial usuárias de Aparelho de Amplificação Sonora Individual (AASI). Método: Participaram deste estudo 40 crianças com perda auditiva de grau moderado a severo, de ambos os sexos e idade cronológica entre cinco e 12 anos. Inicialmente, foram pesquisados os fatores que poderiam influenciar o desempenho dos sujeitos analisados em teste de reconhecimento de fala, sendo investigados: audibilidade para fala, a partir de valores de Índice de Inteligibilidade de Fala - mais comumente denominado de SII; idade cronológica; características audiométricas; informações relacionadas à reabilitação auditiva; meio de comunicação e material de teste. Por último, grupos formados por crianças que possuíam valores de SII similares foram comparados buscando-se identificar as características individuais de cada grupo e os aspectos capazes de distinguir um grupo do outro, sendo pesquisadas como variáveis: as características audiológicas, de uso de AASI (tempo de privação sensorial e média de horas de uso por dia) e desempenho de reconhecimento de palavra e consoantes. Resultados: A análise mostrou que valores de SII tiveram relação fraca a moderada com resultados de reconhecimento de fala. Em relação às demais variáveis relacionadas à criança, foram identificadas que somente os limiares audiométricos também tiveram relação com o comportamento das crianças no teste, porém essa relação foi sempre fraca. Quanto ao material de fala, foram identificadas diferenças estatísticas entre os desempenhos, sendo melhores para palavras com maior conteúdo linguístico. Por último, foi observado que crianças pertencentes ao grupo com melhor audibilidade - GrSII-1, possuíam melhor desempenho em teste de reconhecimento de fala, porém, com resultados mais heterogêneos entre seus membros, se comparado ao grupo com menor audibilidade - GrSII-2. O desempenho de reconhecimento do GrSII-1 se mostrou mais suscetível à influencia de outros fatores, como o tempo de privação sensorial, já os resultados do grupo com menor audibilidade se mostrou mais influenciado por suas limitações audiométricas, sendo que crianças desse grupo tiveram mais erros do que do primeiro grupo, e esses erros foram principalmente para segmentos de fala com baixa energia acústica. Conclusão: A audibilidade para fala, mensurada a partir de valores de SII, tem relação com desempenhos de crianças com deficiência auditiva neurossensorial usuárias de AASI em teste de reconhecimento de fala. No entanto, deve-se levar em consideração que, apesar dessa relação existir, o SII representa apenas que o sinal de fala está acessível e útil por meio do AASI, sendo incapaz de expressar fatores adversos que podem ter influencia sobre o desempenho das crianças, como a privação de estimulação auditiva adequada ou característica do material de testeCoordenação de Aperfeiçoamento de Pessoal de Nível Superiorapplication/pdfhttp://tede2.pucsp.br/tede/retrieve/38065/Nayara%20Thais%20de%20Oliveira%20Costa.pdf.jpgporPontifícia Universidade Católica de São PauloPrograma de Estudos Pós-Graduados em FonoaudiologiaPUC-SPBrasilFaculdade de Ciências Humanas e da SaúdeDeficiência auditivaPercepção da falaTranstornos da articulaçãoHearing impairmentSpeech perceptionArticulation disordersCNPQ::CIENCIAS DA SAUDE::FONOAUDIOLOGIAAudibilidade para fala e reconhecimento de fala em crianças com deficiência auditivaAudibility for speech and speech recognition in hearing impaired childreninfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/doctoralThesisinfo:eu-repo/semantics/openAccessreponame:Biblioteca Digital de Teses e Dissertações da PUC_SPinstname:Pontifícia Universidade Católica de São Paulo (PUC-SP)instacron:PUC_SPTEXTNayara Thais de Oliveira Costa.pdf.txtNayara Thais de Oliveira Costa.pdf.txtExtracted texttext/plain191087https://repositorio.pucsp.br/xmlui/bitstream/handle/18791/4/Nayara%20Thais%20de%20Oliveira%20Costa.pdf.txt5b436463d68bf0e1a07e147884fa83feMD54LICENSElicense.txtlicense.txttext/plain; charset=utf-82165https://repositorio.pucsp.br/xmlui/bitstream/handle/18791/1/license.txtbd3efa91386c1718a7f26a329fdcb468MD51ORIGINALNayara Thais de Oliveira Costa.pdfNayara Thais de Oliveira Costa.pdfapplication/pdf1071808https://repositorio.pucsp.br/xmlui/bitstream/handle/18791/2/Nayara%20Thais%20de%20Oliveira%20Costa.pdff97bb08403576a1534a911329fa2a041MD52THUMBNAILNayara Thais de Oliveira Costa.pdf.jpgNayara Thais de Oliveira Costa.pdf.jpgGenerated Thumbnailimage/jpeg3228https://repositorio.pucsp.br/xmlui/bitstream/handle/18791/3/Nayara%20Thais%20de%20Oliveira%20Costa.pdf.jpg56884ec81b8ec0c01332078a22091ee8MD53handle/187912022-04-28 18:09:27.112oai:repositorio.pucsp.br: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Biblioteca Digital de Teses e Dissertaçõeshttps://sapientia.pucsp.br/https://sapientia.pucsp.br/oai/requestbngkatende@pucsp.br||rapassi@pucsp.bropendoar:2022-04-28T21:09:27Biblioteca Digital de Teses e Dissertações da PUC_SP - Pontifícia Universidade Católica de São Paulo (PUC-SP)false
dc.title.por.fl_str_mv Audibilidade para fala e reconhecimento de fala em crianças com deficiência auditiva
dc.title.alternative.eng.fl_str_mv Audibility for speech and speech recognition in hearing impaired children
title Audibilidade para fala e reconhecimento de fala em crianças com deficiência auditiva
spellingShingle Audibilidade para fala e reconhecimento de fala em crianças com deficiência auditiva
Costa, Nayara Thais de Oliveira
Deficiência auditiva
Percepção da fala
Transtornos da articulação
Hearing impairment
Speech perception
Articulation disorders
CNPQ::CIENCIAS DA SAUDE::FONOAUDIOLOGIA
title_short Audibilidade para fala e reconhecimento de fala em crianças com deficiência auditiva
title_full Audibilidade para fala e reconhecimento de fala em crianças com deficiência auditiva
title_fullStr Audibilidade para fala e reconhecimento de fala em crianças com deficiência auditiva
title_full_unstemmed Audibilidade para fala e reconhecimento de fala em crianças com deficiência auditiva
title_sort Audibilidade para fala e reconhecimento de fala em crianças com deficiência auditiva
author Costa, Nayara Thais de Oliveira
author_facet Costa, Nayara Thais de Oliveira
author_role author
dc.contributor.advisor1.fl_str_mv Santos, Teresa Maria Momensohn dos
dc.contributor.authorLattes.fl_str_mv http://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4464143P5
dc.contributor.author.fl_str_mv Costa, Nayara Thais de Oliveira
contributor_str_mv Santos, Teresa Maria Momensohn dos
dc.subject.por.fl_str_mv Deficiência auditiva
Percepção da fala
Transtornos da articulação
topic Deficiência auditiva
Percepção da fala
Transtornos da articulação
Hearing impairment
Speech perception
Articulation disorders
CNPQ::CIENCIAS DA SAUDE::FONOAUDIOLOGIA
dc.subject.eng.fl_str_mv Hearing impairment
Speech perception
Articulation disorders
dc.subject.cnpq.fl_str_mv CNPQ::CIENCIAS DA SAUDE::FONOAUDIOLOGIA
description Purpose: The main purpose of this study was to establish he relation between audibility for speech sounds and speech recognition in children with neurosensory hearing loss using hearing aid. Method: The subjects of this study were 40 children with moderate to severe hearing loss, of both sexes, with chronological age between tive and 12 years. Initially, the factors that may influence the analyzed subjects' performances in speech recognition tests were assessed. The investigated factors were: audibility for speech, according to Speech intelligibility index (SII); chronological age; audiometric characteristics; information regarding audiologic rehabilitation; means of communication and test material. Finally, groups composed by children with similar SII values were compared in order to identify the individual characteristics of each group and the aspects able to distinguish on group from the other. The studied variables were: audiologic and hearing aid use characteristics (time of sensory deprivation and mean hours of daily use) and performance in recognition of words and consonants. Results: The analysis showed that the SII values had a weak to moderate relation with speech recognition results. Regarding the other variables concerning the child, only the audiometric thresholds were also related to the child's behavior on the test, though this relation ,was always weak. There were statistical differences identified in the performances on the speech material, better for words with greater linguistic content. Finally, children in the group with better audibility - GrSII-1 had better performances in the speech recognition test, however, with more heterogeneous results among its members n compared to the group with lower audibility - GrSII-2. GrSII-1's recognition performance was more susceptible to the influence of other factors, such as time of sensory deprivation. The results of the group with lower audibility was more influenced by ifs audiometric limitations since children in this group had more errors than those in the first group, and these errors were mainly for speech segments with low acoustic energy. Conclusion: Audibility for speech, measured based on SII values is related to the performances of neurosensory hearing impaired children using individual hearing aid in speech recognition tests. However, it must be considered that, although this relation exists, SII represents only the speech signal that is accessible and useful through the hearing aid, and is incapable of expressing adverse factors that may influence the performance of children, such as adequate auditory stimulation deprivation or the test's material characteristic
publishDate 2016
dc.date.accessioned.fl_str_mv 2016-08-05T12:13:18Z
dc.date.issued.fl_str_mv 2016-03-16
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/doctoralThesis
format doctoralThesis
status_str publishedVersion
dc.identifier.citation.fl_str_mv Costa, Nayara Thais de Oliveira. Audibilidade para fala e reconhecimento de fala em crianças com deficiência auditiva. 2016. 118 f. Tese (Doutorado em Fonoaudiologia) - Programa de Estudos Pós-Graduados em Fonoaudiologia, Pontifícia Universidade Católica de São Paulo, São Paulo, 2016.
dc.identifier.uri.fl_str_mv https://tede2.pucsp.br/handle/handle/18791
identifier_str_mv Costa, Nayara Thais de Oliveira. Audibilidade para fala e reconhecimento de fala em crianças com deficiência auditiva. 2016. 118 f. Tese (Doutorado em Fonoaudiologia) - Programa de Estudos Pós-Graduados em Fonoaudiologia, Pontifícia Universidade Católica de São Paulo, São Paulo, 2016.
url https://tede2.pucsp.br/handle/handle/18791
dc.language.iso.fl_str_mv por
language por
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Pontifícia Universidade Católica de São Paulo
dc.publisher.program.fl_str_mv Programa de Estudos Pós-Graduados em Fonoaudiologia
dc.publisher.initials.fl_str_mv PUC-SP
dc.publisher.country.fl_str_mv Brasil
dc.publisher.department.fl_str_mv Faculdade de Ciências Humanas e da Saúde
publisher.none.fl_str_mv Pontifícia Universidade Católica de São Paulo
dc.source.none.fl_str_mv reponame:Biblioteca Digital de Teses e Dissertações da PUC_SP
instname:Pontifícia Universidade Católica de São Paulo (PUC-SP)
instacron:PUC_SP
instname_str Pontifícia Universidade Católica de São Paulo (PUC-SP)
instacron_str PUC_SP
institution PUC_SP
reponame_str Biblioteca Digital de Teses e Dissertações da PUC_SP
collection Biblioteca Digital de Teses e Dissertações da PUC_SP
bitstream.url.fl_str_mv https://repositorio.pucsp.br/xmlui/bitstream/handle/18791/4/Nayara%20Thais%20de%20Oliveira%20Costa.pdf.txt
https://repositorio.pucsp.br/xmlui/bitstream/handle/18791/1/license.txt
https://repositorio.pucsp.br/xmlui/bitstream/handle/18791/2/Nayara%20Thais%20de%20Oliveira%20Costa.pdf
https://repositorio.pucsp.br/xmlui/bitstream/handle/18791/3/Nayara%20Thais%20de%20Oliveira%20Costa.pdf.jpg
bitstream.checksum.fl_str_mv 5b436463d68bf0e1a07e147884fa83fe
bd3efa91386c1718a7f26a329fdcb468
f97bb08403576a1534a911329fa2a041
56884ec81b8ec0c01332078a22091ee8
bitstream.checksumAlgorithm.fl_str_mv MD5
MD5
MD5
MD5
repository.name.fl_str_mv Biblioteca Digital de Teses e Dissertações da PUC_SP - Pontifícia Universidade Católica de São Paulo (PUC-SP)
repository.mail.fl_str_mv bngkatende@pucsp.br||rapassi@pucsp.br
_version_ 1809278315779850240