Identifying stable speech-language markers of autism in children: Preliminary evidence from a longitudinal telephony-based study

Sunghye Cho, Riccardo Fusaroli, Maggie Rose Pelella, Kimberly Tena, Azia Knox, Aili Hauptmann, Maxine Covello, Alison Russell, Judith Miller, Alison Hulink, Jennifer Uzokwe, Kevin Walker, James Fiumara, Juhi Pandey, Christopher Chatham, Christopher Cieri, Robert Schultz, Mark Liberman, Julia Parish-morris


Abstract
This study examined differences in linguistic features produced by autistic and neurotypical (NT) children during brief picture descriptions, and assessed feature stability over time. Weekly speech samples from well-characterized participants were collected using a telephony system designed to improve access for geographically isolated and historically marginalized communities. Results showed stable group differences in certain acoustic features, some of which may potentially serve as key outcome measures in future treatment studies. These results highlight the importance of eliciting semi-structured speech samples in a variety of contexts over time, and adds to a growing body of research showing that fine-grained naturalistic communication features hold promise for intervention research.
Anthology ID:
2022.clpsych-1.4
Volume:
Proceedings of the Eighth Workshop on Computational Linguistics and Clinical Psychology
Month:
July
Year:
2022
Address:
Seattle, USA
Editors:
Ayah Zirikly, Dana Atzil-Slonim, Maria Liakata, Steven Bedrick, Bart Desmet, Molly Ireland, Andrew Lee, Sean MacAvaney, Matthew Purver, Rebecca Resnik, Andrew Yates
Venue:
CLPsych
SIG:
Publisher:
Association for Computational Linguistics
Note:
Pages:
40–46
Language:
URL:
https://aclanthology.org/2022.clpsych-1.4
DOI:
10.18653/v1/2022.clpsych-1.4
Bibkey:
Cite (ACL):
Sunghye Cho, Riccardo Fusaroli, Maggie Rose Pelella, Kimberly Tena, Azia Knox, Aili Hauptmann, Maxine Covello, Alison Russell, Judith Miller, Alison Hulink, Jennifer Uzokwe, Kevin Walker, James Fiumara, Juhi Pandey, Christopher Chatham, Christopher Cieri, Robert Schultz, Mark Liberman, and Julia Parish-morris. 2022. Identifying stable speech-language markers of autism in children: Preliminary evidence from a longitudinal telephony-based study. In Proceedings of the Eighth Workshop on Computational Linguistics and Clinical Psychology, pages 40–46, Seattle, USA. Association for Computational Linguistics.
Cite (Informal):
Identifying stable speech-language markers of autism in children: Preliminary evidence from a longitudinal telephony-based study (Cho et al., CLPsych 2022)
Copy Citation:
PDF:
https://aclanthology.org/2022.clpsych-1.4.pdf
Appendix:
 2022.clpsych-1.4.appendix.pdf
Video:
 https://aclanthology.org/2022.clpsych-1.4.mp4