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van Wieringen A, Magits S, Francart T, Wouters J. Home-Based Speech Perception Monitoring for Clinical Use With Cochlear Implant Users. Front Neurosci 2021; 15:773427. [PMID: 34916902 PMCID: PMC8669965 DOI: 10.3389/fnins.2021.773427] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2021] [Accepted: 10/28/2021] [Indexed: 12/02/2022] Open
Abstract
Speech-perception testing is essential for monitoring outcomes with a hearing aid or cochlear implant (CI). However, clinical care is time-consuming and often challenging with an increasing number of clients. A potential approach to alleviating some clinical care and possibly making room for other outcome measures is to employ technologies that assess performance in the home environment. In this study, we investigate 3 different speech perception indices in the same 40 CI users: phoneme identification (vowels and consonants), digits in noise (DiN) and sentence recognition in noise (SiN). The first two tasks were implemented on a tablet and performed multiple times by each client in their home environment, while the sentence task was administered at the clinic. Speech perception outcomes in the same forty CI users showed that DiN assessed at home can serve as an alternative to SiN assessed at the clinic. DiN scores are in line with the SiN ones by 3–4 dB improvement and are useful to monitor performance at regular intervals and to detect changes in auditory performance. Phoneme identification in quiet also explains a significant part of speech perception in noise, and provides additional information on the detectability and discriminability of speech cues. The added benefit of the phoneme identification task, which also proved to be easy to administer at home, is the information transmission analysis in addition to the summary score. Performance changes for the different indices can be interpreted by comparing against measurement error and help to target personalized rehabilitation. Altogether, home-based speech testing is reliable and proves powerful to complement care in the clinic for CI users.
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Affiliation(s)
| | - Sara Magits
- Experimental ORL, Department of Neurosciences, KU Leuven, Leuven, Belgium
| | - Tom Francart
- Experimental ORL, Department of Neurosciences, KU Leuven, Leuven, Belgium
| | - Jan Wouters
- Experimental ORL, Department of Neurosciences, KU Leuven, Leuven, Belgium
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VAN DE Velde DJ, Schiller NO, Levelt CC, VAN Heuven VJ, Beers M, Briaire JJ, Frijns JHM. Prosody perception and production by children with cochlear implants. JOURNAL OF CHILD LANGUAGE 2019; 46:111-141. [PMID: 30334510 DOI: 10.1017/s0305000918000387] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
The perception and production of emotional and linguistic (focus) prosody were compared in children with cochlear implants (CI) and normally hearing (NH) peers. Thirteen CI and thirteen hearing-age-matched school-aged NH children were tested, as baseline, on non-verbal emotion understanding, non-word repetition, and stimulus identification and naming. Main tests were verbal emotion discrimination, verbal focus position discrimination, acted emotion production, and focus production. Productions were evaluated by NH adult Dutch listeners. All scores between groups were comparable, except a lower score for the CI group for non-word repetition. Emotional prosody perception and production scores correlated weakly for CI children but were uncorrelated for NH children. In general, hearing age weakly predicted emotion production but not perception. Non-verbal emotional (but not linguistic) understanding predicted CI children's (but not controls') emotion perception and production. In conclusion, increasing time in sound might facilitate vocal emotional expression, possibly requiring independently maturing emotion perception skills.
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Affiliation(s)
- Daan J VAN DE Velde
- Leiden University Centre for Linguistics, Leiden University,Van Wijkplaats 3,2311 BX,Leiden
| | - Niels O Schiller
- Leiden University Centre for Linguistics, Leiden University,Van Wijkplaats 3,2311 BX,Leiden
| | - Claartje C Levelt
- Leiden University Centre for Linguistics, Leiden University,Van Wijkplaats 3,2311 BX,Leiden
| | - Vincent J VAN Heuven
- Department of Hungarian and Applied Linguistics,Pannon Egyetem,10 Egyetem Ut.,8200 Veszprém,Hungary
| | - Mieke Beers
- Leiden University Medical Center,ENT Department,Postbus 9600,2300 RC,Leiden
| | - Jeroen J Briaire
- Leiden University Medical Center,ENT Department,Postbus 9600,2300 RC,Leiden
| | - Johan H M Frijns
- Leiden Institute for Brain and Cognition,Postbus 9600, 2300 RC,Leiden
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Rødvik AK, von Koss Torkildsen J, Wie OB, Storaker MA, Silvola JT. Consonant and Vowel Identification in Cochlear Implant Users Measured by Nonsense Words: A Systematic Review and Meta-Analysis. JOURNAL OF SPEECH, LANGUAGE, AND HEARING RESEARCH : JSLHR 2018; 61:1023-1050. [PMID: 29623340 DOI: 10.1044/2018_jslhr-h-16-0463] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/09/2017] [Accepted: 12/18/2017] [Indexed: 06/08/2023]
Abstract
PURPOSE The purpose of this systematic review and meta-analysis was to establish a baseline of the vowel and consonant identification scores in prelingually and postlingually deaf users of multichannel cochlear implants (CIs) tested with consonant-vowel-consonant and vowel-consonant-vowel nonsense syllables. METHOD Six electronic databases were searched for peer-reviewed articles reporting consonant and vowel identification scores in CI users measured by nonsense words. Relevant studies were independently assessed and screened by 2 reviewers. Consonant and vowel identification scores were presented in forest plots and compared between studies in a meta-analysis. RESULTS Forty-seven articles with 50 studies, including 647 participants, thereof 581 postlingually deaf and 66 prelingually deaf, met the inclusion criteria of this study. The mean performance on vowel identification tasks for the postlingually deaf CI users was 76.8% (N = 5), which was higher than the mean performance for the prelingually deaf CI users (67.7%; N = 1). The mean performance on consonant identification tasks for the postlingually deaf CI users was higher (58.4%; N = 44) than for the prelingually deaf CI users (46.7%; N = 6). The most common consonant confusions were found between those with same manner of articulation (/k/ as /t/, /m/ as /n/, and /p/ as /t/). CONCLUSIONS The mean performance on consonant identification tasks for the prelingually and postlingually deaf CI users was found. There were no statistically significant differences between the scores for prelingually and postlingually deaf CI users. The consonants that were incorrectly identified were typically confused with other consonants with the same acoustic properties, namely, voicing, duration, nasality, and silent gaps. A univariate metaregression model, although not statistically significant, indicated that duration of implant use in postlingually deaf adults predict a substantial portion of their consonant identification ability. As there is no ceiling effect, a nonsense syllable identification test may be a useful addition to the standard test battery in audiology clinics when assessing the speech perception of CI users.
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Affiliation(s)
- Arne Kirkhorn Rødvik
- Department of Special Needs Education, Faculty of Educational Sciences, University of Oslo, Norway
| | | | - Ona Bø Wie
- Department of Special Needs Education, Faculty of Educational Sciences, University of Oslo, Norway
- Oslo University Hospital, Norway
| | - Marit Aarvaag Storaker
- Institute of Basic Medical Sciences, Faculty of Medicine, University of Oslo, Norway
- Lillehammer Hospital, Norway
| | - Juha Tapio Silvola
- Oslo University Hospital, Norway
- Institute of Basic Medical Sciences, Faculty of Medicine, University of Oslo, Norway
- Akershus University Hospital, Lørenskog, Norway
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Välimaa TT, Sorri MJ, Laitakari J, Sivonen V, Muhli A. Vowel confusion patterns in adults during initial 4 years of implant use. CLINICAL LINGUISTICS & PHONETICS 2011; 25:121-144. [PMID: 21070135 DOI: 10.3109/02699206.2010.514692] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/30/2023]
Abstract
This study investigated adult cochlear implant users' (n = 39) vowel recognition and confusions by an open-set syllable test during 4 years of implant use, in a prospective repeated-measures design. Subjects' responses were coded for phoneme errors and estimated by the generalized mixed model. Improvement in overall vowel recognition was highest during the first 6 months, showing statistically significant change until 4 years, especially for the mediocre performers. The best performers improved statistically significantly until 18 months. The poorest performers improved until 12 months and exhibited more vowel confusions. No differences were found in overall vowel recognition between Nucleus24M/24R and Med-ElC40+ device users (matched comparison), but certain vowels showed statistically significant differences. Vowel confusions between adjacent vowels were evident, probably due to the implant users' inability to discriminate formant frequencies. Vowel confusions were also dominated by vowels whose average F1 and/or F2 frequencies were higher than the target vowel, indicating a basalward shift in the confusions.
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Affiliation(s)
- Taina T Välimaa
- Faculty of Humanities, Logopedics, and Department of Otorhinolaryngology. Oulu University Hospital, University of Oulu, Finland.
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Mildner V, Liker M. Fricatives, affricates, and vowels in Croatian children with cochlear implants. CLINICAL LINGUISTICS & PHONETICS 2008; 22:845-856. [PMID: 18608242 DOI: 10.1080/02699200802130557] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/26/2023]
Abstract
The aim of the research was to analyse the speech of children with cochlear implants over approximately a 46-month period, and compare it with the speech of hearing controls. It focused on three categories of sounds in Croatian: vowels (F1 and F2 of /i/, /e/, /a/, /o/ and /u/), fricatives /s/ and /integral/ (spectral differences expressed in terms of center of gravity), and affricates /ts/ and /t integral/ (accuracy, total duration, and pattern of stop-fricative components). One group of subjects were 10 implanted children who had been profoundly deaf before implantation. There were four recordings per child. Group two children were hearing controls matched for age and sex. The results show that the implanted children are closest to unimpaired children in terms of their formant-defined vowel space. Their fricatives exhibit poor distinction in terms of the noise spectrum, and the affricates are the most difficult to produce.
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Affiliation(s)
- Vesna Mildner
- Faculty of Humanities and Social Sciences, Department of Phonetics, University of Zagreb, Croatia.
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Välimaa TT, Sorri MJ, Löppönen HJ. Speech perception and auditory performance in finnish adult cochlear implant users. Cochlear Implants Int 2008; 6:49-66. [PMID: 18792319 DOI: 10.1179/cim.2005.6.2.49] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/31/2022]
Abstract
OBJECTIVE This study aimed at investigating the association between speech perception and categories of auditory performance (mCAP) in everyday life for adult cochlear implant users. DESIGN A prospective repeated measures design over a two-year follow-up period was used. METHODS The speech perception and auditory performance of 19 Finnish-speaking adults were assessed before implantation and 1, 3, 6, 12 and 24 months after switching on the implant. Spearman's rank order correlation coefficients (r(s)) were calculated between mCAP and sentence, word, syllable, vowel and consonant recognition. Pearson's product moment correlation coefficients (r) were calculated among the speech perception results. RESULTS The correlation between mCAP and the speech perception results was high and statistically significant (r(s) = 0.81-0.85, p 0.0001), as well as the correlation among the speech perception tests (r = 0.79-0.92, p 0.0001). CONCLUSIONS The speech perception tests used may be considered as good describers of everyday performance of the subjects of this investigation.
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Affiliation(s)
- Taina T Välimaa
- Department of Finnish, Information Studies and Logopedics, PO Box 1000, FIN-90014 University of Oulu, Finland.
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Tuulikki Välimaa T, Juhani Löppönen H. Comparison of the body-worn CIS-PRO + and the behind-the-ear-worn TEMPO + cochlear implant systems in Finnish-speaking adult CI users: any differences in results with experienced listeners? Acta Otolaryngol 2008; 128:984-91. [PMID: 19086195 DOI: 10.1080/00016480701793727] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
CONCLUSION The results indicate that the need for upgrading the processor and/or speech coding strategy should be considered individually, if the processor and coding strategy are functioning properly and a good level of speech perception has been achieved. OBJECTIVES Our aim was to study the intra-individual differences of the body-worn CIS-PRO + and the behind-the-ear-worn TEMPO + cochlear implant systems used in the MED-EL Combi40/Combi40 + implants. SUBJECTS AND METHODS The hearing level, sentence, word and phoneme recognition of eight adult subjects were determined in an ABA study design. Additionally, a self-assessment questionnaire was used. Mean scores and 95% confidence intervals, and individual scores were analysed. RESULTS The subjects tended to score slightly better on word and phoneme recognition with CIS-PRO+ and CIS strategy than with TEMPO+ and CIS+, but there were no statistically significant differences. Subjectively the participants ranked speech perception and discussion in noise to be slightly easier with TEMPO+ and CIS+. Six of the eight subjects preferred TEMPO+ and CIS+ and two of eight preferred CIS-PRO+ with CIS or number-of-maxima.
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Liker M, Mildner V, Sindija B. Acoustic analysis of the speech of children with cochlear implants: a longitudinal study. CLINICAL LINGUISTICS & PHONETICS 2007; 21:1-11. [PMID: 17364613 DOI: 10.1080/02699200400026991] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/14/2023]
Abstract
The aim of the study was to analyse the speech of the children with cochlear implants, and compare it with the speech of hearing controls. We focused on three categories of Croatian sounds: vowels (F1 and F2 frequencies), fricatives (noise frequencies of /s/ and /S/ ), and affricates (total duration and the pattern of stop-fricative components in /ts/ and /tS/ ). Eighteen implanted children, aged between 9;5 and 15;2 years participated in the study. All had been profoundly hearing impaired before implantation. Three recordings per child were made over a 20-month period. The hearing controls were matched for age and sex. Implanted children had a smaller and fronted vowel space, their /s/ and /S/ noise frequencies overlapped, affricates were longer, with a high proportion of incorrect productions and substitutions. With time, there was a small but steady overall improvement in all categories. Early intervention (rehabilitation and implantation) are crucial for good speech acquisition.
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Affiliation(s)
- Marko Liker
- Faculty of Philosophy, Department of Phonetics, University of Zagreb, Zagreb, Croatia
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Ricketts TA, Grantham DW, Ashmead DH, Haynes DS, Labadie RF. Speech Recognition for Unilateral and Bilateral Cochlear Implant Modes in the Presence of Uncorrelated Noise Sources. Ear Hear 2006; 27:763-73. [PMID: 17086085 DOI: 10.1097/01.aud.0000240814.27151.b9] [Citation(s) in RCA: 50] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVE The purpose of the current investigation was to compare speech recognition in noise for bilateral and unilateral modes within postlingually deafened, adult bilateral cochlear implant recipients. In addition, it was of interest to evaluate the time course of the bilateral speech-recognition advantage and the effect of changing signal-to-noise ratio (SNR) on the magnitude of the bilateral advantage. DESIGN In the first experiment, 16 postlingually deafened adults who were bilaterally implanted with the MED-EL C40+ cochlear device were evaluated in unilateral left, unilateral right, and bilateral conditions 4 to 7 mo after activation. Speech recognition in the presence of five spatially separated, uncorrelated noise sources was evaluated using both a single fixed SNR of +10 dB and an adaptive-SNR method. In a follow-up study, a subset of 10 participants was re-evaluated using an identical fixed-SNR method 12 to 17 mo after activation to examine the time course of speech-recognition performance in both unilateral and bilateral modes at a single SNR. A third study was performed with a subset of six participants to examine performance over a range of SNRs. In this study, speech recognition was measured 12 to 17 mo after activation in quiet and at +5, +10, +15, and +20 dB SNRs using the same five uncorrelated noise sources. RESULTS The speech-recognition data revealed a significant bilateral advantage of 3.3 dB using the adaptive-SNR method. A significant bilateral advantage of 9% was also measured using a fixed +10 dB SNR. Results from the second study revealed that experience resulted in a significant (11 to 20%) increase in speech-recognition-in-noise performance for both unilateral and bilateral modes; however, the magnitude of the bilateral advantage was not affected by experience. Results from the third study revealed the largest bilateral advantage at the poorest SNR evaluated. In addition, performance in quiet was significantly better than that measured in the presence of noise, even at the +20 dB SNR. CONCLUSIONS The results of these experiments support a small but significant bilateral speech-recognition-in-noise advantage for cochlear implant recipients in an environment with multiple noise sources. This advantage is presumed to be attributable to the combined effects of binaural squelch and diotic summation. Although experience generally improved speech-recognition-in-noise performance in both unilateral and bilateral modes, a consistent bilateral advantage (approximately 10%) was measured at 4 to 7 mo and at 12 to 17 mo postactivation.
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Affiliation(s)
- Todd A Ricketts
- Vanderbilt Bill Wilkerson Center for Otolaryngology and Communication Sciences, Nashville, Tennessee, USA.
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Iverson P, Smith CA, Evans BG. Vowel recognition via cochlear implants and noise vocoders: effects of formant movement and duration. THE JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA 2006; 120:3998-4006. [PMID: 17225426 DOI: 10.1121/1.2372453] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/13/2023]
Abstract
Previous work has demonstrated that normal-hearing individuals use fine-grained phonetic variation, such as formant movement and duration, when recognizing English vowels. The present study investigated whether these cues are used by adult postlingually deafened cochlear implant users, and normal-hearing individuals listening to noise-vocoder simulations of cochlear implant processing. In Experiment 1, subjects gave forced-choice identification judgments for recordings of vowels that were signal processed to remove formant movement and/or equate vowel duration. In Experiment 2, a goodness-optimization procedure was used to create perceptual vowel space maps (i.e., best exemplars within a vowel quadrilateral) that included F1, F2, formant movement, and duration. The results demonstrated that both cochlear implant users and normal-hearing individuals use formant movement and duration cues when recognizing English vowels. Moreover, both listener groups used these cues to the same extent, suggesting that postlingually deafened cochlear implant users have category representations for vowels that are similar to those of normal-hearing individuals.
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Affiliation(s)
- Paul Iverson
- Department of Phonetics and Linguistics, University College London, 4 Stephenson Way, London NW1 2HE, United Kingdom
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Faulkner A, Rosen S, Norman C. The right information may matter more than frequency-place alignment: simulations of frequency-aligned and upward shifting cochlear implant processors for a shallow electrode array insertion. Ear Hear 2006; 27:139-52. [PMID: 16518142 DOI: 10.1097/01.aud.0000202357.40662.85] [Citation(s) in RCA: 34] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
OBJECTIVE It has been claimed that speech recognition with a cochlear implant is dependent on the correct frequency alignment of analysis bands in the speech processor with characteristic frequencies (CFs) at electrode locations. However, the use of filters aligned in frequency to a relatively basal electrode array position leads to significant loss of lower frequency speech information. This study uses an acoustic simulation to compare two approaches to the matching of speech processor filters to an electrode array having a relatively shallow depth within the typical range, such that the most apical element is at a CF of 1851 Hz. Two noise-excited vocoder speech processors are compared, one with CF-matched filters, and one with filters matched to CFs at basilar membrane locations 6 mm more apical than electrode locations. DESIGN An extended crossover training design examined pre- and post-training performance in the identification of vowels and words in sentences for both processors. Subjects received about 3 hours of training with each processor in turn. RESULTS Training improved performance with both processors, but training effects were greater for the shifted processor. For a male talker, the shifted processor led to higher post-training scores than the frequency-aligned processor with both vowels and sentences. For a female talker, post-training vowel scores did not differ significantly between processors, whereas sentence scores were higher with the frequency-aligned processor. CONCLUSIONS Even for a shallow electrode insertion, we conclude that a speech processor should represent information from important frequency regions below 1 kHz and that the possible cost of frequency misalignment can be significantly reduced with listening experience.
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Affiliation(s)
- Andrew Faulkner
- Department of Phonetics and Linguistics, University College London, Wolfson House, London, United Kingdom.
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Mildner V, Sindija B, Zrinski KV. Speech perception of children with cochlear implants and children with traditional hearing aids. CLINICAL LINGUISTICS & PHONETICS 2006; 20:219-29. [PMID: 16428240 DOI: 10.1080/02699200400027031] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/06/2023]
Abstract
The aim of the study was to analyse speech perception of children with cochlear implants (N = 29) and children fitted with traditional hearing aids (N = 20). One- and two-syllable words were presented auditorily in a forced choice minimal-pair discrimination task. The children repeated the word and pointed to the appropriate picture presented on computer screen. The words were minimal pairs with respect to voicing or place of articulation in stops and fricatives; among affricates the minimal pairs included the most frequently substituted fricatives and stops in addition to voicing and place of articulation. Vowel discrimination was tested in minimal pairs and in nonsense words differing only in the vowel. Unaided, all children were profoundly hearing impaired and were included in auditory-oral therapy (Verbotonal method). The smallest differences between the groups were found for stops and vowels, and the largest for fricatives and affricates. The implanted children were significantly more successful.
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Affiliation(s)
- Vesna Mildner
- Faculty of Philosophy, Department of Phonetics, University of Zagreb, Croatia.
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Välimaa TT, Määttä TK, Löppönen HJ, Sorri MJ. Phoneme recognition and confusions with multichannel cochlear implants: consonants. JOURNAL OF SPEECH, LANGUAGE, AND HEARING RESEARCH : JSLHR 2002; 45:1055-1069. [PMID: 12381060 DOI: 10.1044/1092-4388(2002/085)] [Citation(s) in RCA: 20] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
Abstract
The aim of this study was to investigate how postlingually severely or profoundly hearing-impaired adults relearn to recognize consonants after receiving multichannel cochlear implants. Consonant recognition of 19 Finnish-speaking subjects was studied for a minimum of 6 months and a maximum of 24 months using an open-set nonsense-syllable test in a prospective repeated-measure design. Responses were coded for phoneme errors, and proportions of correct responses and 95% confidence intervals were calculated for recognition and confusions. Two years after the switch-on, the mean recognition of consonants was 71% (95% confidence interval = 68-73%). The manner of articulation was easier to classify than the place of articulation, and the consonants [s], [r], [k], [t], [p], [n], and [j] were easier to recognize than [h], [m], [l], and [v]. Adaptation to electrical hearing with a multichannel cochlear implant was successful, but consonants with alveolar, palatal, or velar transitions (high F2) were better recognized than consonants with labial transitions (low F2). The locus of the F2 transitions of the consonants with better recognition was at the frequencies 1.5-2 kHz, whereas the locus of the F2 transitions of the consonants with poorer recognition was at 1.2-1.4 kHz. A tendency to confuse consonants with the closest consonant with higher F2 transition was also noted.
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Affiliation(s)
- Taina T Välimaa
- Department of Finnish, Saami and Logopedics University of Oulu.
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