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Computer Vision Analysis of Caregiver-Child Interactions in Children with Neurodevelopmental Disorders: A Preliminary Report.

Publication ,  Journal Article
Isaev, DY; Sabatos-DeVito, M; Di Martino, JM; Carpenter, K; Aiello, R; Compton, S; Davis, N; Franz, L; Sullivan, C; Dawson, G; Sapiro, G
Published in: J Autism Dev Disord
April 27, 2023

We report preliminary results of computer vision analysis of caregiver-child interactions during free play with children diagnosed with autism (N = 29, 41-91 months), attention-deficit/hyperactivity disorder (ADHD, N = 22, 48-100 months), or combined autism + ADHD (N = 20, 56-98 months), and neurotypical children (NT, N = 7, 55-95 months). We conducted micro-analytic analysis of 'reaching to a toy,' as a proxy for initiating or responding to a toy play bout. Dyadic analysis revealed two clusters of interaction patterns, which differed in frequency of 'reaching to a toy' and caregivers' contingent responding to the child's reach for a toy by also reaching for a toy. Children in dyads with higher caregiver responsiveness had less developed language, communication, and socialization skills. Clusters were not associated with diagnostic groups. These results hold promise for automated methods of characterizing caregiver responsiveness in dyadic interactions for assessment and outcome monitoring in clinical trials.

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Published In

J Autism Dev Disord

DOI

EISSN

1573-3432

Publication Date

April 27, 2023

Location

United States

Related Subject Headings

  • Developmental & Child Psychology
  • 52 Psychology
  • 42 Health sciences
  • 39 Education
  • 17 Psychology and Cognitive Sciences
  • 13 Education
 

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Isaev, D. Y., Sabatos-DeVito, M., Di Martino, J. M., Carpenter, K., Aiello, R., Compton, S., … Sapiro, G. (2023). Computer Vision Analysis of Caregiver-Child Interactions in Children with Neurodevelopmental Disorders: A Preliminary Report. J Autism Dev Disord. https://doi.org/10.1007/s10803-023-05973-0
Isaev, Dmitry Yu, Maura Sabatos-DeVito, J Matias Di Martino, Kimberly Carpenter, Rachel Aiello, Scott Compton, Naomi Davis, et al. “Computer Vision Analysis of Caregiver-Child Interactions in Children with Neurodevelopmental Disorders: A Preliminary Report.J Autism Dev Disord, April 27, 2023. https://doi.org/10.1007/s10803-023-05973-0.
Isaev DY, Sabatos-DeVito M, Di Martino JM, Carpenter K, Aiello R, Compton S, et al. Computer Vision Analysis of Caregiver-Child Interactions in Children with Neurodevelopmental Disorders: A Preliminary Report. J Autism Dev Disord. 2023 Apr 27;
Isaev, Dmitry Yu, et al. “Computer Vision Analysis of Caregiver-Child Interactions in Children with Neurodevelopmental Disorders: A Preliminary Report.J Autism Dev Disord, Apr. 2023. Pubmed, doi:10.1007/s10803-023-05973-0.
Isaev DY, Sabatos-DeVito M, Di Martino JM, Carpenter K, Aiello R, Compton S, Davis N, Franz L, Sullivan C, Dawson G, Sapiro G. Computer Vision Analysis of Caregiver-Child Interactions in Children with Neurodevelopmental Disorders: A Preliminary Report. J Autism Dev Disord. 2023 Apr 27;
Journal cover image

Published In

J Autism Dev Disord

DOI

EISSN

1573-3432

Publication Date

April 27, 2023

Location

United States

Related Subject Headings

  • Developmental & Child Psychology
  • 52 Psychology
  • 42 Health sciences
  • 39 Education
  • 17 Psychology and Cognitive Sciences
  • 13 Education