Acoustic Profiling and Modeling of Mandarin-Speaking Children with Ankyloglossia: Implications for Therapy

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Title: Acoustic Profiling and Modeling of Mandarin-Speaking Children with Ankyloglossia: Implications for Therapy
Language: English
Authors: Shan Luo, Zhibing Meng
Source: Language, Speech, and Hearing Services in Schools. 2026 57(1):150-164.
Availability: American Speech-Language-Hearing Association. 2200 Research Blvd #250, Rockville, MD 20850. Tel: 301-296-5700; Fax: 301-296-8580; e-mail: lshss@asha.org; Web site: http://lshss.pubs.asha.org
Peer Reviewed: Y
Page Count: 15
Publication Date: 2026
Document Type: Journal Articles
Reports - Research
Descriptors: Speech Impairments, Mandarin Chinese, Age Differences, Predictor Variables, Classification, Physical Disabilities, Articulation (Speech), Articulation Impairments, Young Children, Phonemes, Vowels, Intonation, Acoustics
DOI: 10.1044/2025_LSHSS-25-00085
ISSN: 0161-1461
1558-9129
Abstract: Purpose: Acoustic profiling and modeling serve as valuable tools to detect subtle speech disorders in children, complementing existing diagnostic criteria and enhancing treatment planning. This study aims to (a) examine the acoustic characteristics of Mandarin-speaking children with and without ankyloglossia across consonants, vowels, tones, and voice quality, and to (b) evaluate the relative weighting of these acoustic cues in distinguishing this clinical population. Method: Both perceptual (n = 21) and production tasks (n = 26) were included. Sixteen acoustic parameters were analyzed in Mandarin-speaking tongue-tied children (TT, n = 13) and typically developing children (TD, n = 13), which were further used for automatic recognition of tongue-tied speech. Results: The preliminary results indicated that neither free tongue classification nor age reliably predicted TT children's speech intelligibility, and the TT group exhibited significant acoustic deviations from the TD group across multiple acoustic measurements. Classification accuracy reached 85.1% for the TT group and 89.7% for the TD group, with the most robust acoustic cues being intensity, energy, and center of gravity. Conclusions: The observed heterogeneity in this study does not suggest that ankyloglossia necessarily leads to speech misarticulation. Rather, the findings underscore the value of a noninvasive and child-friendly acoustic approach that incorporates tongue function into assessment. The investigation is particular relevant for evaluating pathological voices that can vary from mild-severe with no agreed-upon standard of diagnosis.
Abstractor: As Provided
Entry Date: 2026
Accession Number: EJ1499125
Database: ERIC
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  Label: Title
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  Data: Acoustic Profiling and Modeling of Mandarin-Speaking Children with Ankyloglossia: Implications for Therapy
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  Data: <searchLink fieldCode="AR" term="%22Shan+Luo%22">Shan Luo</searchLink><br /><searchLink fieldCode="AR" term="%22Zhibing+Meng%22">Zhibing Meng</searchLink>
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  Data: <searchLink fieldCode="SO" term="%22Language%2C+Speech%2C+and+Hearing+Services+in+Schools%22"><i>Language, Speech, and Hearing Services in Schools</i></searchLink>. 2026 57(1):150-164.
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  Data: American Speech-Language-Hearing Association. 2200 Research Blvd #250, Rockville, MD 20850. Tel: 301-296-5700; Fax: 301-296-8580; e-mail: lshss@asha.org; Web site: http://lshss.pubs.asha.org
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  Data: 15
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  Data: <searchLink fieldCode="DE" term="%22Speech+Impairments%22">Speech Impairments</searchLink><br /><searchLink fieldCode="DE" term="%22Mandarin+Chinese%22">Mandarin Chinese</searchLink><br /><searchLink fieldCode="DE" term="%22Age+Differences%22">Age Differences</searchLink><br /><searchLink fieldCode="DE" term="%22Predictor+Variables%22">Predictor Variables</searchLink><br /><searchLink fieldCode="DE" term="%22Classification%22">Classification</searchLink><br /><searchLink fieldCode="DE" term="%22Physical+Disabilities%22">Physical Disabilities</searchLink><br /><searchLink fieldCode="DE" term="%22Articulation+%28Speech%29%22">Articulation (Speech)</searchLink><br /><searchLink fieldCode="DE" term="%22Articulation+Impairments%22">Articulation Impairments</searchLink><br /><searchLink fieldCode="DE" term="%22Young+Children%22">Young Children</searchLink><br /><searchLink fieldCode="DE" term="%22Phonemes%22">Phonemes</searchLink><br /><searchLink fieldCode="DE" term="%22Vowels%22">Vowels</searchLink><br /><searchLink fieldCode="DE" term="%22Intonation%22">Intonation</searchLink><br /><searchLink fieldCode="DE" term="%22Acoustics%22">Acoustics</searchLink>
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  Data: 10.1044/2025_LSHSS-25-00085
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  Data: 0161-1461<br />1558-9129
– Name: Abstract
  Label: Abstract
  Group: Ab
  Data: Purpose: Acoustic profiling and modeling serve as valuable tools to detect subtle speech disorders in children, complementing existing diagnostic criteria and enhancing treatment planning. This study aims to (a) examine the acoustic characteristics of Mandarin-speaking children with and without ankyloglossia across consonants, vowels, tones, and voice quality, and to (b) evaluate the relative weighting of these acoustic cues in distinguishing this clinical population. Method: Both perceptual (n = 21) and production tasks (n = 26) were included. Sixteen acoustic parameters were analyzed in Mandarin-speaking tongue-tied children (TT, n = 13) and typically developing children (TD, n = 13), which were further used for automatic recognition of tongue-tied speech. Results: The preliminary results indicated that neither free tongue classification nor age reliably predicted TT children's speech intelligibility, and the TT group exhibited significant acoustic deviations from the TD group across multiple acoustic measurements. Classification accuracy reached 85.1% for the TT group and 89.7% for the TD group, with the most robust acoustic cues being intensity, energy, and center of gravity. Conclusions: The observed heterogeneity in this study does not suggest that ankyloglossia necessarily leads to speech misarticulation. Rather, the findings underscore the value of a noninvasive and child-friendly acoustic approach that incorporates tongue function into assessment. The investigation is particular relevant for evaluating pathological voices that can vary from mild-severe with no agreed-upon standard of diagnosis.
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        Value: 10.1044/2025_LSHSS-25-00085
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      – Text: English
    PhysicalDescription:
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        PageCount: 15
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    Subjects:
      – SubjectFull: Speech Impairments
        Type: general
      – SubjectFull: Mandarin Chinese
        Type: general
      – SubjectFull: Age Differences
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      – SubjectFull: Predictor Variables
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      – SubjectFull: Classification
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      – SubjectFull: Physical Disabilities
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      – SubjectFull: Articulation (Speech)
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      – SubjectFull: Young Children
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      – SubjectFull: Phonemes
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      – SubjectFull: Vowels
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      – TitleFull: Acoustic Profiling and Modeling of Mandarin-Speaking Children with Ankyloglossia: Implications for Therapy
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            NameFull: Shan Luo
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            NameFull: Zhibing Meng
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              Y: 2026
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