Abstract |
The purpose of the study was to identify a sub-set of spectral/cepstral-based analysis methods that would most effectively predict dysphonia severity (as estimated via auditory-perceptual analysis) in samples of continuous speech. Acoustic estimates of dysphonia severity were used as an objective treatment outcomes measure in a set of pre- vs post-treatment speech samples. Pre- and post-treatment continuous speech samples from 104 females with primary muscle tension dysphonia (MTD) were rated by listeners using a 100 point visual analogue scale (VAS) and analysed acoustically with spectral/cepstral-based measures. Stepwise linear regression produced a three-factor model consisting of the cepstral peak prominence ( CPP); the mean ratio of low-to-high frequency spectral energy; and the standard deviation of the ratio of low-to-high frequency spectral energy that was strongly correlated with perceived dysphonia severity ratings (R = .85; R2 = .73). Mean differences between predicted vs perceptual ratings for pre- and post-treatment speech samples were < 6 points on the 100 point VAS; mean absolute differences between predicted and perceived ratings were < 16 points on the 100 point VAS (equivalent to within one scale value on commonly used 7-point equal-appearing interval rating scales). A multi-parameter acoustic model consisting of spectral/cepstral-based measures shows considerable promise as an objective measure of dysphonia severity in continuous speech, even across the diverse voice types and severities observed in pre- and post-treatment MTD speech samples.
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Authors | Shaheen N Awan, Nelson Roy, Christopher Dromey |
Journal | Clinical linguistics & phonetics
(Clin Linguist Phon)
Vol. 23
Issue 11
Pg. 825-41
(Nov 2009)
ISSN: 1464-5076 [Electronic] England |
PMID | 19891523
(Publication Type: Journal Article)
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Topics |
- Dysphonia
(etiology, physiopathology, therapy)
- Female
- Humans
- Linear Models
- Muscle Tonus
- Pain Measurement
- Phonetics
- Severity of Illness Index
- Speech
- Speech Acoustics
- Speech Therapy
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