Skip to main content
Journal cover image

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
June 2024

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.

Duke Scholars

Published In

J Autism Dev Disord

DOI

EISSN

1573-3432

Publication Date

June 2024

Volume

54

Issue

6

Start / End Page

2286 / 2297

Location

United States

Related Subject Headings

  • Play and Playthings
  • Neurodevelopmental Disorders
  • Male
  • Humans
  • Female
  • Developmental & Child Psychology
  • Child, Preschool
  • Child
  • Caregivers
  • Autistic Disorder
 

Citation

APA
Chicago
ICMJE
MLA
NLM
Isaev, D. Y., Sabatos-DeVito, M., Di Martino, J. M., Carpenter, K., Aiello, R., Compton, S., … Sapiro, G. (2024). Computer Vision Analysis of Caregiver-Child Interactions in Children with Neurodevelopmental Disorders: A Preliminary Report. J Autism Dev Disord, 54(6), 2286–2297. https://doi.org/10.1007/s10803-023-05973-0
Journal cover image

Published In

J Autism Dev Disord

DOI

EISSN

1573-3432

Publication Date

June 2024

Volume

54

Issue

6

Start / End Page

2286 / 2297

Location

United States

Related Subject Headings

  • Play and Playthings
  • Neurodevelopmental Disorders
  • Male
  • Humans
  • Female
  • Developmental & Child Psychology
  • Child, Preschool
  • Child
  • Caregivers
  • Autistic Disorder