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Automatic extraction of speech rhythm descriptors for speech intelligibility assessment in the context of Head and Neck Cancers
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In: à paraître ; INTERSPEECH 2021 ; https://hal-univ-tlse3.archives-ouvertes.fr/hal-03269227 ; INTERSPEECH 2021, ISCA : International Speech and Communication Association, Aug 2021, Brno, Czech Republic ; https://www.interspeech2021.org (2021)
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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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C2SI corpus: a database of speech disorder productions to assess intelligibility and quality of life in head and neck cancers
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In: ISSN: 1574-020X ; EISSN: 1574-0218 ; Language Resources and Evaluation ; https://hal.archives-ouvertes.fr/hal-02921918 ; Language Resources and Evaluation, Springer Verlag, 2021, 55 (1), pp.173-190. ⟨10.1007/s10579-020-09496-3⟩ ; https://link.springer.com/article/10.1007/s10579-020-09496-3 (2021)
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Analyse des performances des algorithmes d'estimation de la fréquence fondamentale dans le cadre de la voix pathologique
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In: Séminaire AFCP 2021 – Phonétique Clinique ; https://hal-univ-tlse3.archives-ouvertes.fr/hal-03269235 ; Séminaire AFCP 2021 – Phonétique Clinique, May 2021, Toulouse (virtuel), France ; http://www.afcp-parole.org/seminaire-afcp-phonetique-clinique-27-mai-2021/ (2021)
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Intelligibilité de la parole et qualité de vie. Réflexions à partir des résultats de l'étude «carcinologic speech severity index»
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In: Actes des 8e Journees de Phonetique Clinique ; 8e Journees de Phonetique Clinique (JPC 2019) ; https://hal.archives-ouvertes.fr/hal-02453124 ; 8e Journees de Phonetique Clinique (JPC 2019), May 2019, Mons, Belgique. pp.15-16 (2019)
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Evaluation de la compréhensibilité et conservation des fonctions prosodiques en perception de la parole de patients post traitement de cancers de la cavité buccale et du pharynx
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In: XXXIIe Journées d'Etudes sur la Parole ; https://hal.archives-ouvertes.fr/hal-01962272 ; XXXIIe Journées d'Etudes sur la Parole, Jun 2018, Aix-en-Provence, France. pp.196-204, ⟨10.21437/jep.2018-23⟩ (2018)
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Carcinologic Speech Severity Index Project: A Database of Speech Disorder Productions to Assess Quality of Life Related to Speech After Cancer
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In: Proceedings of the Eleventh International Conference on Language Resources and Evaluation - LREC 2018 ; Eleventh International Conference on Language Resources and Evaluation Conference (LREC 2018) ; https://hal.archives-ouvertes.fr/hal-01770168 ; Eleventh International Conference on Language Resources and Evaluation Conference (LREC 2018), May 2018, Miyazaki, Japan. pp.L18-1673 ; http://www.lrec-conf.org/proceedings/lrec2018/pdf/506.pdf (2018)
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Neuropsycholinguistic Perspectives on Language Cognition ; Neuropsycholinguistic Perspectives on Language Cognition: Essays in honour of Jean-Luc Nespoulous
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In: https://hal-univ-tlse2.archives-ouvertes.fr/hal-02159847 ; Corine Astésano; Mélanie Jucla. Psychology Press, 2017, 9780815356974 (2017)
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Influence of musical expertise on the perception of pitch duration and intensity variations in speech and harmonic sounds
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In: Neuropsycholinguistic Perspectives on Language Cognition: Essays in honour of Jean-Luc Nespoulous ; https://hal-univ-tlse2.archives-ouvertes.fr/hal-02159899 ; Corine Astésano; Mélanie Jucla. Neuropsycholinguistic Perspectives on Language Cognition: Essays in honour of Jean-Luc Nespoulous, Psychology Press, pp.88-102, 2017, 9780815356974 (2017)
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Conservation des fonctions prosodiques post traitement des cancers de la cavité buccale et du pharynx
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In: Actes des 7èmes Journées de Phonétique Clinique ; 7èmes Journées de Phonétique Clinique ; https://hal-univ-tlse2.archives-ouvertes.fr/hal-02159940 ; 7èmes Journées de Phonétique Clinique, Jun 2017, Paris, France. pp.59-60 ; http://jpc7.ilpga.fr/JPC7-ebook.pdf (2017)
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Perception of the Downstepped Final Accent in French
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In: Proceedings of Phonetics and Phonology in Europe (PaPE) 2017 ; Phonetics and Phonology in Europe (PaPE) 2017 ; https://hal-univ-tlse2.archives-ouvertes.fr/hal-02159988 ; Phonetics and Phonology in Europe (PaPE) 2017, Jun 2017, Köln, Germany. pp.102-103 ; http://pape2017.uni-koeln.de/ (2017)
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Evaluating prosodic similarity as a means towards L2 teacher's prosodic control training
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In: Proceedings of Speech Prosody 2016 ; Speech Prosody 2016 ; https://hal-univ-tlse2.archives-ouvertes.fr/hal-02158918 ; Speech Prosody 2016, May 2016, Boston, United States. pp.26-30 ; http://sites.bu.edu/speechprosody2016/ (2016)
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Stress and prosodic constituency in French : Issues in phonology and speech processing ; Accentuation et niveaux de constituance en français : enjeux phonologiques et psycholinguistiques
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In: ISSN: 0023-8368 ; EISSN: 1957-7982 ; Langue française ; https://hal-univ-tlse2.archives-ouvertes.fr/hal-02149290 ; Langue française, Armand Colin, 2016, La prosodie du français : accentuation et phrasé, pp.11-30 ; https://www.revues.armand-colin.com/lettres-langues/langue-francaise/langue-francaise-ndeg-191-32016 (2016)
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EEG investigation of prosodic cues processing in French
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In: 22nd AMLaP Conference ; https://hal-univ-tlse2.archives-ouvertes.fr/hal-02160012 ; 22nd AMLaP Conference, Sep 2016, Bilbao, Spain. Proceedings of the 22nd AMLaP Conference, pp.70 ; https://www.bcbl.eu/events/amlap2016 (2016)
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Investigating the phonological status of the Initial Accent in French: an Event-Related Potentials study
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In: Speech Prosody 2016 ; https://hal.archives-ouvertes.fr/hal-01577527 ; Speech Prosody 2016, May 2016, Boston, United States. ⟨10.21437/SpeechProsody.2016-243⟩ (2016)
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EEG entrainment to the prosodic structure in spoken language
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In: 22nd AMLaP Conference ; https://hal-univ-tlse2.archives-ouvertes.fr/hal-02160074 ; 22nd AMLaP Conference, Sep 2016, Bilbao, Spain. Proceedings of the 22nd AMLaP Conference, pp.71 ; https://www.bcbl.eu/events/amlap2016 (2016)
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Naïve listeners' perception of prominence and boundary in French spontaneous speech
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In: Speech Prosody ; https://hal.archives-ouvertes.fr/hal-01462259 ; Speech Prosody, May 2016, Boston, United States (2016)
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Similitudes entre langage et musique : Etudes perceptives et de neuroimagerie
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In: Journée des Masters LEx 2016 ; https://hal-univ-tlse2.archives-ouvertes.fr/hal-02163943 ; Journée des Masters LEx 2016, Apr 2016, Aix-en-Provence, France (2016)
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Realization of the French initial accent: Stability and individual differences
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In: Proceedings of the 7th conference on Tone and Intonation in Europe (TIE) ; 7th conference on Tone and Intonation in Europe (TIE) ; https://hal-univ-tlse2.archives-ouvertes.fr/hal-02160095 ; 7th conference on Tone and Intonation in Europe (TIE), Sep 2016, Canterbury, United Kingdom. pp.1-3 ; https://blogs.kent.ac.uk/tie-conference/ (2016)
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