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Gepubliceerd in:

27-04-2023 | Original Paper

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

Auteurs: Dmitry Yu. Isaev, Maura Sabatos-DeVito, J. Matias Di Martino, Kimberly Carpenter, Rachel Aiello, Scott Compton, Naomi Davis, Lauren Franz, Connor Sullivan, Geraldine Dawson, Guillermo Sapiro

Gepubliceerd in: Journal of Autism and Developmental Disorders | Uitgave 6/2024

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Abstract

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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Metagegevens
Titel
Computer Vision Analysis of Caregiver–Child Interactions in Children with Neurodevelopmental Disorders: A Preliminary Report
Auteurs
Dmitry Yu. Isaev
Maura Sabatos-DeVito
J. Matias Di Martino
Kimberly Carpenter
Rachel Aiello
Scott Compton
Naomi Davis
Lauren Franz
Connor Sullivan
Geraldine Dawson
Guillermo Sapiro
Publicatiedatum
27-04-2023
Uitgeverij
Springer US
Gepubliceerd in
Journal of Autism and Developmental Disorders / Uitgave 6/2024
Print ISSN: 0162-3257
Elektronisch ISSN: 1573-3432
DOI
https://doi.org/10.1007/s10803-023-05973-0