Children's affect: Automated coding, context effects, relations with maternal affect, and heritability

This study examined genetic and environmental influences on twins' and parents' positive and negative affect during a parent-child conflict discussion and a positive discussion, captured by automated facial coding. Associations with internalizing, externalizing, and ADHD symptoms were examined. Twins (N = 560 50.94%; female; Mage = 9.72, SD = .94; data collected 2017-2020) and parents (N = 302; 583 videos) were from socioeconomically diverse families, and primarily White (57.07%) or Hispanic (26.78%). Child and parent positive affect were influenced by the shared and nonshared environment and child negative affect was heritable, with similar etiology across tasks. Only child positive affect during the conflict discussion consistently related to lower internalizing, externalizing, and ADHD symptoms (R2: 1.3%-3.6% of variance). Findings support positive affect under stress as an environmentally influenced resilience factor.

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Publication Details

Journal
Child Development
Published
2026-01-06
DOI
https://doi.org/10.1093/chidev/aacaf043
Primary Topic
Child and Adolescent Psychosocial and Emotional Development
Type
article
Field-Weighted Citation Impact
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article

Children's affect: Automated coding, context effects, relations with maternal affect, and heritability

Sierra Clifford, Mary C Davis, Kathryn Lemery-Chalfant
Child Development
Child and Adolescent Psychosocial and Emotional Development
article

Children's affect: Automated coding, context effects, relations with maternal affect, and heritability

Sierra Clifford, Mary C Davis, Kathryn Lemery-Chalfant
article en

Abstract

This study examined genetic and environmental influences on twins' and parents' positive and negative affect during a parent-child conflict discussion and a positive discussion, captured by automated facial coding. Associations with internalizing, externalizing, and ADHD symptoms were examined. Twins (N = 560 50.94%; female; Mage = 9.72, SD = .94; data collected 2017-2020) and parents (N = 302; 583 videos) were from socioeconomically diverse families, and primarily White (57.07%) or Hispanic (26.78%). Child and parent positive affect were influenced by the shared and nonshared environment and child negative affect was heritable, with similar etiology across tasks. Only child positive affect during the conflict discussion consistently related to lower internalizing, externalizing, and ADHD symptoms (R2: 1.3%-3.6% of variance). Findings support positive affect under stress as an environmentally influenced resilience factor.

Child Development
Arizona State University (US)
Openalex Percentile: Top 65%
Child and Adolescent Psychosocial and Emotional Development
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Children's affect: Automated coding, context effects, relations with maternal affect, and heritability — Sierra Clifford, Mary C Davis, et al. · Child Development (2026) | TGRS Research Map | TGRS