Use of Automated Kinematic Diadochokinesis Analysis to Identify Potential Indicators of Speech Motor Involvement in Children With Cerebral Palsy.
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| Title: | Use of Automated Kinematic Diadochokinesis Analysis to Identify Potential Indicators of Speech Motor Involvement in Children With Cerebral Palsy. |
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| Authors: | Allison, Kristen M.1 k.allison@northeastern.edu, Nip, Ignatius S. B.2, Panying Rong3 |
| Source: | American Journal of Speech-Language Pathology. Nov2022, Vol. 31 Issue 6, p2835-2846. 12p. |
| Subject Terms: | *Intelligibility of speech, *Motor ability, *Algorithms, Jaw physiology, Affinity groups, Case-control method, Mann Whitney U Test, Task performance, Descriptive statistics, Research funding, Cerebral palsy, Receiver operating characteristic curves, Sensitivity & specificity (Statistics), Data analysis software, Kinematics, Lips |
| Geographic Terms: | California |
| Abstract: | Purpose: This study examined multiple variables obtained from an automated measure of lip movement during a diadochokinesis (DDK) task to identify those with potential to detect mild speech motor involvement in school-age children diagnosed with cerebral palsy (CP). Method: Eight children with CP and high speech intelligibility and a matched group of eight children with typical development (TD) completed a DDK task while their lip and jaw movements were recorded. A custom MATLAB algorithm was used to automatically extract 23 kinematic measures of children’s lip movements during production of the DDK sequences. Mann–Whitney U tests were used to compare groups on the kinematic measures, and receiver operating characteristic (ROC) analysis was used to evaluate the diagnostic accuracy of measures that significantly differed between groups. Results: Five of the 23 kinematic variables differed significantly between the CP and TD groups. These were two measures of overall DDK performance (i.e., duration of the DDK sequence and number of cycles) and three spatial and temporal measures of lip movement. Duration of the DDK sequence and the mean displacement of the lips across cycles had the highest diagnostic accuracy, differentiating CP and TD groups with 88% sensitivity and 88% specificity. Conclusions: Automatically derived kinematic measures of DDK sequences differentiated children with CP and high intelligibility from typically developing children. Future research is needed to determine the clinical utility of these measures for detecting speech motor impairment. [ABSTRACT FROM AUTHOR] |
| Copyright of American Journal of Speech-Language Pathology is the property of American Speech-Language-Hearing Association and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.) | |
| Database: | Education Research Complete |
| FullText | Links: – Type: pdflink Text: Availability: 0 |
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| Header | DbId: ehh DbLabel: Education Research Complete An: 160296166 AccessLevel: 6 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Use of Automated Kinematic Diadochokinesis Analysis to Identify Potential Indicators of Speech Motor Involvement in Children With Cerebral Palsy. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AR" term="%22Allison%2C+Kristen+M%2E%22">Allison, Kristen M.</searchLink><relatesTo>1</relatesTo><i> k.allison@northeastern.edu</i><br /><searchLink fieldCode="AR" term="%22Nip%2C+Ignatius+S%2E+B%2E%22">Nip, Ignatius S. B.</searchLink><relatesTo>2</relatesTo><br /><searchLink fieldCode="AR" term="%22Panying+Rong%22">Panying Rong</searchLink><relatesTo>3</relatesTo> – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22American+Journal+of+Speech-Language+Pathology%22">American Journal of Speech-Language Pathology</searchLink>. Nov2022, Vol. 31 Issue 6, p2835-2846. 12p. – Name: Subject Label: Subject Terms Group: Su Data: *<searchLink fieldCode="DE" term="%22Intelligibility+of+speech%22">Intelligibility of speech</searchLink><br />*<searchLink fieldCode="DE" term="%22Motor+ability%22">Motor ability</searchLink><br />*<searchLink fieldCode="DE" term="%22Algorithms%22">Algorithms</searchLink><br /><searchLink fieldCode="DE" term="%22Jaw+physiology%22">Jaw physiology</searchLink><br /><searchLink fieldCode="DE" term="%22Affinity+groups%22">Affinity groups</searchLink><br /><searchLink fieldCode="DE" term="%22Case-control+method%22">Case-control method</searchLink><br /><searchLink fieldCode="DE" term="%22Mann+Whitney+U+Test%22">Mann Whitney U Test</searchLink><br /><searchLink fieldCode="DE" term="%22Task+performance%22">Task performance</searchLink><br /><searchLink fieldCode="DE" term="%22Descriptive+statistics%22">Descriptive statistics</searchLink><br /><searchLink fieldCode="DE" term="%22Research+funding%22">Research funding</searchLink><br /><searchLink fieldCode="DE" term="%22Cerebral+palsy%22">Cerebral palsy</searchLink><br /><searchLink fieldCode="DE" term="%22Receiver+operating+characteristic+curves%22">Receiver operating characteristic curves</searchLink><br /><searchLink fieldCode="DE" term="%22Sensitivity+%26+specificity+%28Statistics%29%22">Sensitivity & specificity (Statistics)</searchLink><br /><searchLink fieldCode="DE" term="%22Data+analysis+software%22">Data analysis software</searchLink><br /><searchLink fieldCode="DE" term="%22Kinematics%22">Kinematics</searchLink><br /><searchLink fieldCode="DE" term="%22Lips%22">Lips</searchLink> – Name: SubjectGeographic Label: Geographic Terms Group: Su Data: <searchLink fieldCode="DE" term="%22California%22">California</searchLink> – Name: Abstract Label: Abstract Group: Ab Data: Purpose: This study examined multiple variables obtained from an automated measure of lip movement during a diadochokinesis (DDK) task to identify those with potential to detect mild speech motor involvement in school-age children diagnosed with cerebral palsy (CP). Method: Eight children with CP and high speech intelligibility and a matched group of eight children with typical development (TD) completed a DDK task while their lip and jaw movements were recorded. A custom MATLAB algorithm was used to automatically extract 23 kinematic measures of children’s lip movements during production of the DDK sequences. Mann–Whitney U tests were used to compare groups on the kinematic measures, and receiver operating characteristic (ROC) analysis was used to evaluate the diagnostic accuracy of measures that significantly differed between groups. Results: Five of the 23 kinematic variables differed significantly between the CP and TD groups. These were two measures of overall DDK performance (i.e., duration of the DDK sequence and number of cycles) and three spatial and temporal measures of lip movement. Duration of the DDK sequence and the mean displacement of the lips across cycles had the highest diagnostic accuracy, differentiating CP and TD groups with 88% sensitivity and 88% specificity. Conclusions: Automatically derived kinematic measures of DDK sequences differentiated children with CP and high intelligibility from typically developing children. Future research is needed to determine the clinical utility of these measures for detecting speech motor impairment. [ABSTRACT FROM AUTHOR] – Name: AbstractSuppliedCopyright Label: Group: Ab Data: <i>Copyright of American Journal of Speech-Language Pathology is the property of American Speech-Language-Hearing Association and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract.</i> (Copyright applies to all Abstracts.) |
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| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1044/2022_AJSLP-21-00241 Languages: – Code: eng Text: English PhysicalDescription: Pagination: PageCount: 12 StartPage: 2835 Subjects: – SubjectFull: Intelligibility of speech Type: general – SubjectFull: Motor ability Type: general – SubjectFull: Algorithms Type: general – SubjectFull: Jaw physiology Type: general – SubjectFull: Affinity groups Type: general – SubjectFull: Case-control method Type: general – SubjectFull: Mann Whitney U Test Type: general – SubjectFull: Task performance Type: general – SubjectFull: Descriptive statistics Type: general – SubjectFull: Research funding Type: general – SubjectFull: Cerebral palsy Type: general – SubjectFull: Receiver operating characteristic curves Type: general – SubjectFull: Sensitivity & specificity (Statistics) Type: general – SubjectFull: Data analysis software Type: general – SubjectFull: Kinematics Type: general – SubjectFull: Lips Type: general – SubjectFull: California Type: general Titles: – TitleFull: Use of Automated Kinematic Diadochokinesis Analysis to Identify Potential Indicators of Speech Motor Involvement in Children With Cerebral Palsy. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Allison, Kristen M. – PersonEntity: Name: NameFull: Nip, Ignatius S. B. – PersonEntity: Name: NameFull: Panying Rong IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 11 Text: Nov2022 Type: published Y: 2022 Identifiers: – Type: issn-print Value: 10580360 Numbering: – Type: volume Value: 31 – Type: issue Value: 6 Titles: – TitleFull: American Journal of Speech-Language Pathology Type: main |
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