The Role of Artificial Intelligence in Enhancing Identification of Autism in Children Through Motor Abnormalities
Abstract
The research reported in this paper provides a systematic validation and illustrations of the potential of the non-invasive, sensor-less, Kinect-based temporal gait signal data in objective quantification and widely applicable objective identification of motor abnormalities in children with autism, a multidimensional neurodevelopmental disorder. This indicator, when verified and validated through more extensive work with a larger and representative sample, has the potential for an innovative and widely applicable objective identification tool to be utilized early on in routine pediatric and family practice for effective and timely referral for further comprehensive clinical and developmental evaluations from developmental teenage or older pediatric care to adulthood. Our findings and results lay the foundation for the next steps and development of predictive measurements and innovative optimal treatment personalization informed by creating innovative age group models that can enhance the everyday life experiences and long-term welfare of individuals with autism throughout various childhood stages, and for further enforceable legal and ethical person-protected international global appropriate use. The demands on healthcare and social services for young and older children with autism spectrum disorder (ASD), a multidimensional neurodevelopmental disorder, are continually increasing and pose substantial challenges for the family, school, medical, and social services. Community-based timely detection and identification of the potential treatment-elicited motor abnormalities, using a non-invasive technology that needs no physical dependency on the participants and trained staff who conduct the optimal data processing, is essential to further inform a timely, effective, and individualized behavioral interventions program pursued collaboratively by the family, early intervention specialists, and the child.
References
- McCarty, P. & Frye, R. E. (2020). Early detection and diagnosis of autism spectrum disorder: Why is it so difficult?. Seminars in Pediatric Neurology. sciencedirect.com DOI: https://doi.org/10.1016/j.spen.2020.100831
- Liao, M., Duan, H., & Wang, G. (2022). Application of machine learning techniques to detect the children with autism spectrum disorder. Journal of Healthcare Engineering. wiley.com DOI: https://doi.org/10.1155/2022/9340027
- Grossi, E., Caminada, E., Goffredo, M., Vescovo, B., Castrignano, T., Piscitelli, D., ... & Vanzulli, F. (2021). Patterns of restricted and repetitive behaviors in autism spectrum disorders: a cross-sectional video recording study. preliminary report. Brain sciences, 11(6), 678. mdpi.com DOI: https://doi.org/10.3390/brainsci11060678
- Goncalves, A. M. & Monteiro, P. (2023). Autism Spectrum Disorder and auditory sensory alterations: a systematic review on the integrity of cognitive and neuronal functions related to auditory processing. Journal of Neural Transmission. springer.com DOI: https://doi.org/10.1007/s00702-023-02595-9
- Vishne, G., Jacoby, N., Malinovitch, T., Epstein, T., Frenkel, O., & Ahissar, M. (2021). Slow update of internal representations impedes synchronization in autism. Nature communications, 12(1), 5439. nature.com DOI: https://doi.org/10.1038/s41467-021-25740-y
- Chen, Z. S., Galatzer-Levy, I. R., Bigio, B., Nasca, C., & Zhang, Y. (2022). Modern views of machine learning for precision psychiatry. Patterns. cell.com DOI: https://doi.org/10.36227/techrxiv.19502131
- Yuan, L. X., Wang, X. K., Yang, C., Zhang, Q. R., Ma, S. Z., Zang, Y. F., & Dong, W. Q. (2024). A systematic review of transcranial magnetic stimulation treatment for autism spectrum disorder. Heliyon. cell.com DOI: https://doi.org/10.1016/j.heliyon.2024.e32251
- Tung, Y. H., Lin, H. Y., Chen, C. L., Shang, C. Y., Yang, L. Y., Hsu, Y. C., ... & Gau, S. S. F. (2021). Whole brain white matter tract deviation and idiosyncrasy from normative development in autism and ADHD and unaffected siblings link with dimensions of psychopathology and cognition. American Journal of Psychiatry, 178(8), 730-743. psychiatryonline.org DOI: https://doi.org/10.1176/appi.ajp.2020.20070999
- McCarty, M. J. & Brumback, A. C. (2021). Rethinking stereotypies in autism. Seminars in pediatric neurology. sciencedirect.com DOI: https://doi.org/10.1016/j.spen.2021.100897
- de Lima, T. A., Zuanetti, P. A., Nunes, M. E. N., & Hamad, A. P. A. (2023). Differential diagnosis between autism spectrum disorder and other developmental disorders with emphasis on the preschool period. World Journal of Pediatrics, 19(8), 715-726. [HTML] DOI: https://doi.org/10.1007/s12519-022-00629-y
- Fallucca, A. (2024). A Study on Reducing Motor Stereotypy With Response Interruption and Redirection Using Functionally Matched and Unmatched Stimuli. [HTML]
- Manente, C. J., LaRue, R. H., Maraventano, J. C., Butler, C., Budge, J., Scarpa, C., & Kahng, S. (2022). Leisure and adaptive behavior for individuals with autism. In Handbook of Quality of Life for Individuals with Autism Spectrum Disorder (pp. 333-356). Cham: Springer International Publishing. researchgate.net DOI: https://doi.org/10.1007/978-3-030-98507-3_19
- Jimenez-Shahed, J. (2022). Stereotypies in Childhood Developmental Disorders and Neurodegenerative Diseases. Movement Disorders in Psychiatry. [HTML] DOI: https://doi.org/10.1093/med/9780197574317.003.0011
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