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Gianlorenço AC, Costa V, Fabris-Moraes W, Teixeira PEP, Gonzalez P, Pacheco-Barrios K, Ramos-Estebanez C, Di Stadio A, El-Hagrassy MM, Camsari DD, Wagner T, Dipietro L, Fregni F. Associations of Voice Metrics with Postural Function in Parkinson's Disease. Life (Basel) 2024; 15:27. [PMID: 39859967 PMCID: PMC11766558 DOI: 10.3390/life15010027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2024] [Revised: 12/10/2024] [Accepted: 12/16/2024] [Indexed: 01/27/2025] Open
Abstract
BACKGROUND This study aimed to explore the potential associations between voice metrics of patients with PD and their motor symptoms. METHODS Motor and vocal data including the Unified Parkinson's Disease Rating Scale part III (UPDRS-III), Harmonic-Noise Ratio (HNR), jitter, shimmer, and smoothed cepstral peak prominence (CPPS) were analyzed through exploratory correlations followed by univariate linear regression analyses. We employed these four voice metrics as independent variables and the total and sub-scores of the UPDRS-III as dependent variables. RESULTS Thirteen subjects were included, 76% males and 24% females, with a mean age of 62.9 ± 10.1 years, and a median Hoehn and Yahr stage of 2.3 ± 0.7. The regression analysis showed that CPPS is associated with posture (UPDRS-III posture scores: β = -0.196; F = 10.0; p = 0.01; R2 = 0.50) and UPDRS-III postural stability scores (β = -0.130; F = 5.57; p = 0.04; R2 = 0.35). Additionally, the associations between CPPS and rapid alternating movement (β = -0.297; p = 0.07), rigidity (β= -0.36; p = 0.11), and body bradykinesia (β = -0.16; p = 0.13) showed a trend towards significance. CONCLUSION These findings highlight the potential role of CPPS as a predictor of postural impairments secondary to PD, emphasizing the need for further investigation.
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Affiliation(s)
- Anna Carolyna Gianlorenço
- Neuromodulation Center and Center for Clinical Research Learning, Spaulding Rehabilitation Hospital, Massachusetts General Hospital, Harvard Medical School, 1575 Cambridge Street, Cambridge, MA 02115, USA; (A.C.G.); (V.C.); (W.F.-M.); (P.G.); (K.P.-B.)
- Laboratory of Neuroscience and Neurological Rehabilitation, Physical Therapy Department, Federal University of Sao Carlos, Rodovia Washington Luis, km 235, Sao Carlos 13565-905, SP, Brazil
| | - Valton Costa
- Neuromodulation Center and Center for Clinical Research Learning, Spaulding Rehabilitation Hospital, Massachusetts General Hospital, Harvard Medical School, 1575 Cambridge Street, Cambridge, MA 02115, USA; (A.C.G.); (V.C.); (W.F.-M.); (P.G.); (K.P.-B.)
- Laboratory of Neuroscience and Neurological Rehabilitation, Physical Therapy Department, Federal University of Sao Carlos, Rodovia Washington Luis, km 235, Sao Carlos 13565-905, SP, Brazil
| | - Walter Fabris-Moraes
- Neuromodulation Center and Center for Clinical Research Learning, Spaulding Rehabilitation Hospital, Massachusetts General Hospital, Harvard Medical School, 1575 Cambridge Street, Cambridge, MA 02115, USA; (A.C.G.); (V.C.); (W.F.-M.); (P.G.); (K.P.-B.)
- Faculty of Medicine, University of Sao Paulo, Avenida Doutor Arnaldo, 455, Sao Paulo 05508-220, SP, Brazil
| | | | - Paola Gonzalez
- Neuromodulation Center and Center for Clinical Research Learning, Spaulding Rehabilitation Hospital, Massachusetts General Hospital, Harvard Medical School, 1575 Cambridge Street, Cambridge, MA 02115, USA; (A.C.G.); (V.C.); (W.F.-M.); (P.G.); (K.P.-B.)
| | - Kevin Pacheco-Barrios
- Neuromodulation Center and Center for Clinical Research Learning, Spaulding Rehabilitation Hospital, Massachusetts General Hospital, Harvard Medical School, 1575 Cambridge Street, Cambridge, MA 02115, USA; (A.C.G.); (V.C.); (W.F.-M.); (P.G.); (K.P.-B.)
- Unidad de Investigación para la Generación y Síntesis de Evidencias en Salud, Vicerrectorado de Investigación, Universidad San Ignacio de Loyola, Lima 15023, Peru
| | - Ciro Ramos-Estebanez
- Department of Neurology and Rehabilitation, University of Illinois at Chicago, 912 S Wood St., MC 796, Chicago, IL 60612, USA;
| | - Arianna Di Stadio
- Otolaryngology Unit, GF Ingrassia Department, University of Catania, 95121 Catania, Italy;
| | - Mirret M. El-Hagrassy
- Neurology Department, UMass Memorial, UMass Chan Medical School, Suite #301, 67 Belmont St., Worcester, MA 01605, USA;
| | - Deniz Durok Camsari
- Mayo Clinic, 200 1st St SW, Rochester, MN 55901, USA;
- Mindpath College Health, 948 Embarcadero del Norte #102, Isla Vista, CA 93117, USA
| | - Tim Wagner
- Highland Instruments, Inc., Cambridge, MA 02238, USA; (P.E.P.T.); (T.W.); (L.D.)
- Harvard/MIT Division of Health Sciences and Technology, Cambridge, MA 02139, USA
| | - Laura Dipietro
- Highland Instruments, Inc., Cambridge, MA 02238, USA; (P.E.P.T.); (T.W.); (L.D.)
| | - Felipe Fregni
- Neuromodulation Center and Center for Clinical Research Learning, Spaulding Rehabilitation Hospital, Massachusetts General Hospital, Harvard Medical School, 1575 Cambridge Street, Cambridge, MA 02115, USA; (A.C.G.); (V.C.); (W.F.-M.); (P.G.); (K.P.-B.)
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Feng PC, Khan MA, Yeh TT, Shieh WY, Tsai HH. Physiological Biomarkers for Assessment of Pain during Routine Blood Tests for Older Adults with Dementia in Long-Term Residential Care. J Am Med Dir Assoc 2024; 25:105050. [PMID: 38830593 DOI: 10.1016/j.jamda.2024.105050] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2024] [Revised: 04/14/2024] [Accepted: 04/15/2024] [Indexed: 06/05/2024]
Abstract
OBJECTIVE Evaluating pain in individuals with dementia can be difficult when verbal communication is limited. Vocalization has emerged as a potential avenue for assessments of pain in nonverbal populations. This study aimed to evaluate if physiological assessments of vocalization were correlated with observational assessments of pain during routine blood tests for persons with dementia. DESIGN A cross-sectional descriptive study. SETTING AND PARTICIPANTS Sixty older adults (aged ≥65 years old) with dementia requiring routine finger puncture and peripheral venipuncture for routine blood tests were recruited by purposive sampling from 3 long-term care facilities in Taiwan. METHODS Observational assessments were conducted with the Pain Assessment in Advanced Dementia (PAINAD) instrument; physiological biomarkers of vocalization were assessed with a noninvasive sensing device and microphone (NISDM). Assessments were conducted simultaneously in one session during situations of increasing pain levels: at rest, making a sound, finger puncture, and peripheral venipuncture. PAINAD scores were compared with signal recording measures from the NISDM. Analysis of variance and Pearson correlation coefficient assessed correlations between observational and physiological measures. RESULTS Most participants were female (63.3%); mean age was 81.27 years (SD = 9.69); Clinical Dementia Rating was 2.23 ± 0.70; and Mini-Mental State Examination was 7.07 ± 6.95. Signal recording measures using the NISDM during finger puncture and venipuncture were significantly greater compared with measures at rest and making sound, indicating higher signal levels were associated with pain. PAINAD scores were significantly correlated with physiological measures for vocalization variables of sound amplitude (r = 0.49, P < .001), shimmer (r = 0.63, P < .001), and inhalation-to-exhalation amplitude ratio (r = 0.48, P < .001). CONCLUSIONS AND IMPLICATIONS Elevated vocalizations detected with the NISDM were correlated with increased pain scores on the PAINAD instrument. Physiological measures of pain using novel vocalization biomarkers have the potential to enhance the quality of care for individuals with dementia and limited communication abilities.
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Affiliation(s)
- Po-Chung Feng
- Master Degree Program in Health and Long-term Care Industry, College of Medicine, Chang Gung University, Taoyuan, Taiwan; Department of Internal Medicine, National Taiwan University Hospital Hsinchu Branch, Hsinchu, Taiwan
| | - Mohammad Anwar Khan
- Department of Computer Science and Information Engineering, Chang Gung University, Taoyuan, Taiwan
| | - Ting-Ting Yeh
- Master Degree Program in Health and Long-term Care Industry, College of Medicine, Chang Gung University, Taoyuan, Taiwan; Division of Endocrinology and Metabolism, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
| | - Wann-Yun Shieh
- Department of Computer Science and Information Engineering, Chang Gung University, Taoyuan, Taiwan
| | - Hsiu-Hsin Tsai
- School of Nursing, College of Medicine, Chang Gung University, Taoyuan, Taiwan; Department of Psychiatry, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan.
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Goodall M, Irving K, Nevin M. The recognition, assessment and perceptions of total pain in people with profound intellectual disabilities: A mixed methods systematic review. JOURNAL OF APPLIED RESEARCH IN INTELLECTUAL DISABILITIES 2023; 36:940-950. [PMID: 37365750 DOI: 10.1111/jar.13132] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2022] [Revised: 05/23/2023] [Accepted: 06/03/2023] [Indexed: 06/28/2023]
Abstract
BACKGROUND People with profound intellectual disabilities are a population with complex comorbidities. Total pain recognises the interconnectedness of aspects of pain; social, psychological, physical, emotional, spiritual. Pain is under-recognised due to communication challenges and carers perceptions. This review's purpose is to synthesise current literature and provide guidance for future research and care. METHODS Five databases were searched in this mixed methods systematic review (Cinahl, Medline, Psycinfo, Web of Science, Scopus). Articles retrieved were reported via a PRISMA flow diagram. Quality appraisal utilised the mixed methods appraisal tool (MMAT). A convergent qualitative design was the method of data synthesis. RESULTS Data from 16 included articles generated four themes; Absent voices, reductionist assessment, pain intensity, valuing expertise. Data included physical pain only. CONCLUSION Multifaceted pain needs inclusion in research. Assessment must consider the unique expressions of pain by individuals with profound intellectual disabilities. A sharing of expertise may improve pain care.
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Affiliation(s)
- Maeve Goodall
- School of Nursing, Psychotherapy & Community Health, Dublin City University, Dublin, Ireland
| | - Kate Irving
- School of Nursing, Psychotherapy & Community Health, Dublin City University, Dublin, Ireland
| | - Mary Nevin
- School of Nursing, Psychotherapy & Community Health, Dublin City University, Dublin, Ireland
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El-Tallawy SN, Ahmed RS, Nagiub MS. Pain Management in the Most Vulnerable Intellectual Disability: A Review. Pain Ther 2023; 12:939-961. [PMID: 37284926 PMCID: PMC10290021 DOI: 10.1007/s40122-023-00526-w] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2023] [Accepted: 05/10/2023] [Indexed: 06/08/2023] Open
Abstract
This review is made up of two parts; the first part discussing intellectual disability (ID) in general, while the second part covers the pain associated with intellectual disability and the challenges and practical tips for the management of pain associated with (ID). Intellectual disability is characterized by deficits in general mental abilities, such as reasoning, problem solving, planning, abstract thinking, judgment, academic learning, and learning from experience. ID is a disorder with no definite cause but has multiple risk factors, including genetic, medical, and acquired. Vulnerable populations such as individuals with intellectual disability may experience more pain than the general population due to additional comorbidities and secondary conditions, or at least the same frequency of pain as in the general population. Pain in patients with ID remains largely unrecognized and untreated due to barriers to verbal and non-verbal communication. It is important to identify patients at risk to promptly prevent or minimize those risk factors. As pain is multifactorial, thus, a multimodal approach using both pharmacotherapy and non-pharmacological management is often the most beneficial. Parents and caregivers should be oriented to this disorder, given adequate training and education, and be actively involved with the treatment program. Significant work to create new pain assessment tools to improve pain practices for individuals with ID has taken place, including neuroimaging and electrophysiological studies. Recent advances in technology-based interventions such as virtual reality and artificial intelligence are rapidly growing to help give patients with ID promising results to develop pain coping skills with effective reduction of pain and anxiety. Therefore, this narrative review highlights the different aspects regarding the current status of the pain associated with intellectual disability, with more emphasis on the recent pieces of evidence for the assessment and management of pain among populations with intellectual disability.
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Affiliation(s)
- Salah N. El-Tallawy
- King Khalid University Hospital, College of Medicine, King Saud University, Riyadh, Saudi Arabia
- Anesthesia Department, Faculty of Medicine, Minia University and NCI, Cairo University, Giza, Egypt
| | - Rania S. Ahmed
- College of Medicine, Alfaisal University, Riyadh, Saudi Arabia
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Borna S, Haider CR, Maita KC, Torres RA, Avila FR, Garcia JP, De Sario Velasquez GD, McLeod CJ, Bruce CJ, Carter RE, Forte AJ. A Review of Voice-Based Pain Detection in Adults Using Artificial Intelligence. Bioengineering (Basel) 2023; 10:bioengineering10040500. [PMID: 37106687 PMCID: PMC10135816 DOI: 10.3390/bioengineering10040500] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2023] [Revised: 04/13/2023] [Accepted: 04/19/2023] [Indexed: 04/29/2023] Open
Abstract
Pain is a complex and subjective experience, and traditional methods of pain assessment can be limited by factors such as self-report bias and observer variability. Voice is frequently used to evaluate pain, occasionally in conjunction with other behaviors such as facial gestures. Compared to facial emotions, there is less available evidence linking pain with voice. This literature review synthesizes the current state of research on the use of voice recognition and voice analysis for pain detection in adults, with a specific focus on the role of artificial intelligence (AI) and machine learning (ML) techniques. We describe the previous works on pain recognition using voice and highlight the different approaches to voice as a tool for pain detection, such as a human effect or biosignal. Overall, studies have shown that AI-based voice analysis can be an effective tool for pain detection in adult patients with various types of pain, including chronic and acute pain. We highlight the high accuracy of the ML-based approaches used in studies and their limitations in terms of generalizability due to factors such as the nature of the pain and patient population characteristics. However, there are still potential challenges, such as the need for large datasets and the risk of bias in training models, which warrant further research.
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Affiliation(s)
- Sahar Borna
- Division of Plastic Surgery, Mayo Clinic, Jacksonville, FL 32224, USA
| | - Clifton R Haider
- Department of Physiology and Biomedical Engineering, Mayo Clinic, Rochester, MN 55902, USA
| | - Karla C Maita
- Division of Plastic Surgery, Mayo Clinic, Jacksonville, FL 32224, USA
| | - Ricardo A Torres
- Division of Plastic Surgery, Mayo Clinic, Jacksonville, FL 32224, USA
| | - Francisco R Avila
- Division of Plastic Surgery, Mayo Clinic, Jacksonville, FL 32224, USA
| | - John P Garcia
- Division of Plastic Surgery, Mayo Clinic, Jacksonville, FL 32224, USA
| | | | | | - Charles J Bruce
- Department of Cardiovascular Medicine, Mayo Clinic, Jacksonville, FL 32224, USA
| | - Rickey E Carter
- Department of Health Sciences Research, Mayo Clinic, Jacksonville, FL 32224, USA
| | - Antonio J Forte
- Division of Plastic Surgery, Mayo Clinic, Jacksonville, FL 32224, USA
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Raskoff SZ, Thurm A, Miguel HO, Kim SYH, Quezado ZMN. Pain research and children and adolescents with severe intellectual disability: ethical challenges and imperatives. THE LANCET. CHILD & ADOLESCENT HEALTH 2023; 7:288-296. [PMID: 36563701 PMCID: PMC10038826 DOI: 10.1016/s2352-4642(22)00346-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/21/2022] [Revised: 11/11/2022] [Accepted: 11/14/2022] [Indexed: 12/24/2022]
Abstract
Children with severe intellectual disabilities encounter inequities in pain-related care, yet little pain research involves this population. A considerable issue with pain research in this population is its ethical complexity. This Viewpoint delineates the ethical challenges of pain research involving children (aged 2-12 years) and adolescents (aged 13-21 years) with severe intellectual disabilities. There are two main issues. First, some of the standard methods for assessing pain and pain sensitivity are not suitable for individuals with severe intellectual disability, who are often non-verbal and unable to understand or follow instructions. Second, children and adolescents with severe intellectual disability cannot provide informed consent or assent to participate in pain research, and their dissent is not always recognised. The existing ethical guidelines for pain research by the International Association for the Study of Pain provide helpful, but general, guidance. This Viewpoint supplements these guidelines and uses a well established framework for assessing the ethics of clinical research to highlight points relevant to designing, doing, reviewing, and evaluating research involving children and adolescents with severe intellectual disability, focusing on issues that are unaddressed in existing guidance.
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Affiliation(s)
- Sarah Z Raskoff
- Uehiro Centre for Practical Ethics, University of Oxford, Oxford, UK.
| | - Audrey Thurm
- Office of the Clinical Director, National Institute of Mental Health, Bethesda, MD, USA
| | - Helga O Miguel
- Department of Perioperative Medicine, The Clinical Center, National Institute of Mental Health, Bethesda, MD, USA
| | - Scott Y H Kim
- Department of Bioethics, National Institute of Mental Health, Bethesda, MD, USA
| | - Zenaide M N Quezado
- Department of Perioperative Medicine, The Clinical Center, National Institute of Mental Health, Bethesda, MD, USA
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Diagnosing Pain in Individuals with Intellectual and Developmental Disabilities: Current State and Novel Technological Solutions. Diagnostics (Basel) 2023; 13:diagnostics13030401. [PMID: 36766505 PMCID: PMC9914181 DOI: 10.3390/diagnostics13030401] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2022] [Revised: 01/10/2023] [Accepted: 01/18/2023] [Indexed: 01/24/2023] Open
Abstract
Pain assessment poses a challenge in several groups of clients, yet specific barriers arise when it comes to pain assessment of individuals with intellectual and developmental disabilities (IDD), due mostly to communication challenges preventing valid and reliable self-reports. Despite increased interest in pain assessment of those diagnosed with IDD within recent years, little is known about pain behavior in this group. The present article overviews the current state of pain diagnosis for individuals with IDD, focusing on existing pain assessment scales. In addition, it suggests technological developments offering new ways to diagnose existence of pain in this population, such as a Smartphone App for caregivers based on unique acoustic characteristics of pain-related vocal responses, or the use of smart wearable shirts that enable continuous surveillance of vital physiological signs. Such novel technological solutions may improve diagnosis of pain in the IDD population, as well as in other individuals with complex communication needs, to provide better pain treatment and enhance overall quality of life.
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Carl M, Levy ES, Icht M. Speech treatment for Hebrew-speaking adolescents and young adults with developmental dysarthria: A comparison of mSIT and Beatalk. INTERNATIONAL JOURNAL OF LANGUAGE & COMMUNICATION DISORDERS 2022; 57:660-679. [PMID: 35363414 DOI: 10.1111/1460-6984.12715] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/02/2021] [Accepted: 02/16/2022] [Indexed: 06/14/2023]
Abstract
BACKGROUND Individuals with developmental dysarthria typically demonstrate reduced functioning of one or more of the speech subsystems, which negatively impacts speech intelligibility and communication within social contexts. A few treatment approaches are available for improving speech production and intelligibility among individuals with developmental dysarthria. However, these approaches have only limited application and research findings among adolescents and young adults. AIMS To determine and compare the effectiveness of two treatment approaches, the modified Speech Intelligibility Treatment (mSIT) and the Beatalk technique, on speech production and intelligibility among Hebrew-speaking adolescents and young adults with developmental dysarthria. METHODS & PROCEDURES Two matched groups of adolescents and young adults with developmental dysarthria participated in the study. Each received one of the two treatments, mSIT or Beatalk, over the course of 9 weeks. Measures of speech intelligibility, articulatory accuracy, voice and vowel acoustics were assessed both pre- and post-treatment. OUTCOMES & RESULTS Both the mSIT and Beatalk groups demonstrated gains in at least some of the outcome measures. Participants in the mSIT group exhibited improvement in speech intelligibility and voice measures, while participants in the Beatalk group demonstrated increased articulatory accuracy and gains in voice measures from pre- to post-treatment. Significant increases were noted post-treatment for first formant values for select vowels. CONCLUSIONS & IMPLICATIONS Results of this preliminary study are promising for both treatment approaches. The differentiated results indicate their distinct application to speech intelligibility deficits. The current findings also hold clinical significance for treatment among adolescents and young adults with motor speech disorders and application for a language other than English. WHAT THIS PAPER ADDS What is already known on the subject Developmental dysarthria (e.g., secondary to cerebral palsy) is a motor speech disorder that negatively impacts speech intelligibility, and thus communication participation. Select treatment approaches are available with the aim of improving speech intelligibility in individuals with developmental dysarthria; however, these approaches are limited in number and have only seldomly been applied specifically to adolescents and young adults. What this paper adds to existing knowledge The current study presents preliminary data regarding two treatment approaches, the mSIT and Beatalk technique, administered to Hebrew-speaking adolescents and young adults with developmental dysarthria in a group setting. Results demonstrate the initial effectiveness of the treatment approaches, with different gains noted for each approach across speech and voice domains. What are the potential or actual clinical implications of this work? The findings add to the existing literature on potential treatment approaches aiming to improve speech production and intelligibility among individuals with developmental dysarthria. The presented approaches also show promise for group-based treatments as well as the potential for improvement among adolescents and young adults with motor speech disorders.
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Affiliation(s)
- Micalle Carl
- Department of Communication Disorders, Ariel University, Ariel, Israel
| | - Erika S Levy
- Teachers College, Columbia University, New York, NY, USA
| | - Michal Icht
- Department of Communication Disorders, Ariel University, Ariel, Israel
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