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Potential of automatic speech processing technologies for early detection of oral language disorders: a meta-analytic review ...
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Construction of an automatic score for the evaluation of speech disorders among patients treated for a cancer of the oral cavity or the oropharynx: The Carcinologic Speech Severity Index
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Woisard, Virginie; Balaguer, Mathieu; Fredouille, Corinne; Farinas, Jérôme; Ghio, Alain; Lalain, Muriel; Puech, Michèle; Astesano, Corine; Pinquier, Julien; Lepage, Benoît
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In: ISSN: 1043-3074 ; EISSN: 1097-0347 ; Head and Neck ; https://hal-univ-tlse3.archives-ouvertes.fr/hal-03413678 ; Head and Neck, Wiley, In press, ⟨10.1002/hed.26903⟩ (2021)
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Abstract:
International audience ; Background: Speech disorders impact quality of life for patients treated with oral cavity and oropharynx cancers. However, there is a lack of uniform and applicable methods for measuring the impact on speech production after treatment in this tumor location. Objective: The objective of this work is to (1) model an automatic severity index of speech applicable in clinical practice, that is equivalent or superior to a severity score obtained by human listeners, via several acoustics parameters extracted (a) directly from speech signal and (b) resulting from speech processing and (2) derive an automatic speech intelligibility classification (i.e., mild, moderate, severe) to predict speech disability and handicap by combining the listener comprehension score with self-reported quality of life related to speech. Methods: Eighty-seven patients treated for cancer of the oral cavity or the oropharynx and 35 controls performed different tasks of speech production and completed questionnaires on speech-related quality of life. The audio recordings were then evaluated by human perception and automatic speech processing. Then, a score was developed through a classic logistic regression model allowing description of the severity of patients' speech disorders. Results: Among the group of parameters subject to extraction from automatic processing of the speech signal, six were retained, producing a correlation at 0.87 with the perceptual reference score, 0.77 with the comprehension score, and 0.5 with speech-related quality of life. The parameters that contributed the most are based on automatic speech recognition systems. These are mainly the automatic average normalized likelihood score on a text reading task and the score of cumulative rankings on pseudowords. The reduced automatic YC2SI is modeled in this way: YC2SIp = 11.48726 + (1.52926 × Xaveraged normalized likelihood reading) + (−1.94e-06 × Xscore of cumulative ranks pseudowords). Conclusion: Automatic processing of speech makes it possible to arrive at valid, reliable, and reproducible parameters able to serve as references in the framework of follow-up of patients treated for cancer of the oral cavity or the oropharynx.
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Keyword:
[INFO.INFO-CL]Computer Science [cs]/Computation and Language [cs.CL]; [INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG]; [INFO.INFO-TS]Computer Science [cs]/Signal and Image Processing; [SDV.MHEP]Life Sciences [q-bio]/Human health and pathology; [SHS.LANGUE]Humanities and Social Sciences/Linguistics; intelligibility; oral cancer; oropharyngeal cancer; parole; phonétique clinique; severity index; speech disorders
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URL: https://doi.org/10.1002/hed.26903 https://hal-univ-tlse3.archives-ouvertes.fr/hal-03413678 https://hal-univ-tlse3.archives-ouvertes.fr/hal-03413678/document https://hal-univ-tlse3.archives-ouvertes.fr/hal-03413678/file/hed.26903.pdf https://hal-univ-tlse3.archives-ouvertes.fr/hal-03413678/file/hed.26903%20%281%29.pdf
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The Status of Dysphagia Clinics During the COVID-19 Pandemic.
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The Status of Dysphagia Clinics During the COVID-19 Pandemic.
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Radical Social Ecology as Deep Pragmatism: A Call to the Abolition of Systemic Dissonance and the Minimization of Entropic Chaos
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In: Student Theses 2015-Present (2018)
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Οι δυσκολίες προφορικού και γραπτού λόγου ατόμων με επίκτητες γλωσσικές διαταραχές ... : Oral and written language difficulties of individuals with acquired language disorders ...
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Διερεύνηση της αντιληπτικής λειτουργίας παιδιών 8-13 ετών με προγλωσσική απώλεια ακοής. ...
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Desarrollo del lenguaje de una niña de 5 años con hipoacusia congénita bilateral
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Evaluation of Mismatch Negativity as a Biomarker for Autism Spectrum Disorder
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Exploring the persuasive writing skills of students with high-functioning Autism Spectrum Disorder
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Supplementation with antioxidants and folinic acid for children with Down's syndrome: randomised controlled trial.
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In: BMJ , 336 (7644) 594 - 597. (2008) (2008)
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Supplementation with antioxidants and folinic acid for children with Down's syndrome: randomised controlled trial.
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The cleft audit protocol for speech-augmented: A validated and reliable measure for auditing cleft speech
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In: The Cleft Palate-Craniofacial Journal , 43 (3) pp. 272-288. (2006) (2006)
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Sprache und Musik : Beiträge der 71. Jahrestagung der Deutschen Gesellschaft für Sprach- und Stimmheilkunde e.V., Berlin, 12. - 13. März 1999
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BLLDB
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Institut für Empirische Sprachwissenschaft
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UB Frankfurt Linguistik
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