Applying a Network Approach To Characterize Gender Differences in Conduct Problems and Callous-Unemotional Traits among Children from Two Countries

Callous-unemotional (CU) traits (i.e., low empathy, restricted guilt, limited prosociality) are associated with severe conduct problems (CP) across development. However, there is heterogeneity in how CP and CU traits manifest at different ages, between boys and girls, in different countries, and different measures. The current study investigated this heterogeneity by applying network analysis to two large mixed-gender samples from the United States (US) and Spain assessed at different ages, with parent ratings of CP, conduct disorder (CD) symptoms, and CU traits. Data were from the ABCD baseline study (US, N = 11,874, age M = 9.48, SD = 0.51, 47.8% girls) and social development sub-study (US, N = 2,426, age M = 11.52, SD = 0.73, 47.4% girls), as well as two waves of the ELISA study (Spain, N = 1,342, age M = 10.24, SD = 1.07, 50.2% girls; N = 1,259, age M = 10.92, SD = 1.01, 50% girls). There were similar rates of CP risk across countries and genders, with the exception that boys younger than age 12 had higher CP risk rates than girls in US. Boys also had higher CU traits than girls in both countries. Network analysis revealed stronger connectivity between items assessing CU traits than CP symptoms, which was consistent across measures and countries. Disobedience and deceitfulness were central symptoms across all samples. Relational aggression was more central among girls, and property destruction and theft were more central in the US. Results highlight the need for personalized interventions that target specific symptoms of CP and CU traits, which can help reduce the burden of antisocial conduct across the lifespan.

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Journal
Research on Child and Adolescent Psychopathology
Published
2026-01-16
DOI
https://doi.org/10.1007/s10802-025-01399-7
Primary Topic
Psychopathy, Forensic Psychiatry, Sexual Offending
Type
article
Field-Weighted Citation Impact
0.00

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article

Applying a Network Approach To Characterize Gender Differences in Conduct Problems and Callous-Unemotional Traits among Children from Two Countries

Yael Paz, Natalie Goulter, Amy L. Byrd, Rebecca Waller et al.
Research on Child and Adolescent Psychopathology
Psychopathy, Forensic Psychiatry, Sexual Offending
article

Applying a Network Approach To Characterize Gender Differences in Conduct Problems and Callous-Unemotional Traits among Children from Two Countries

Yael Paz, Natalie Goulter, Amy L. Byrd, Rebecca Waller, Samuel W. Hawes, Laura López-Romero, Paula Villar, Estrella Romero, María Álvarez-Voces, Beatriz Díaz-Vázquez
article en

Abstract

Callous-unemotional (CU) traits (i.e., low empathy, restricted guilt, limited prosociality) are associated with severe conduct problems (CP) across development. However, there is heterogeneity in how CP and CU traits manifest at different ages, between boys and girls, in different countries, and different measures. The current study investigated this heterogeneity by applying network analysis to two large mixed-gender samples from the United States (US) and Spain assessed at different ages, with parent ratings of CP, conduct disorder (CD) symptoms, and CU traits. Data were from the ABCD baseline study (US, N = 11,874, age M = 9.48, SD = 0.51, 47.8% girls) and social development sub-study (US, N = 2,426, age M = 11.52, SD = 0.73, 47.4% girls), as well as two waves of the ELISA study (Spain, N = 1,342, age M = 10.24, SD = 1.07, 50.2% girls; N = 1,259, age M = 10.92, SD = 1.01, 50% girls). There were similar rates of CP risk across countries and genders, with the exception that boys younger than age 12 had higher CP risk rates than girls in US. Boys also had higher CU traits than girls in both countries. Network analysis revealed stronger connectivity between items assessing CU traits than CP symptoms, which was consistent across measures and countries. Disobedience and deceitfulness were central symptoms across all samples. Relational aggression was more central among girls, and property destruction and theft were more central in the US. Results highlight the need for personalized interventions that target specific symptoms of CP and CU traits, which can help reduce the burden of antisocial conduct across the lifespan.

Research on Child and Adolescent PsychopathologyVol. 54(1)
Flinders University (AU), University of Pittsburgh (US), Florida International University (US), Universidade de Santiago de Compostela (ES), University of Pennsylvania (US), Philadelphia University (US)
University of Pennsylvania, Universidade de Santiago de Compostela
Gender equality
Openalex Percentile: Top 88%
Psychopathy, Forensic Psychiatry, Sexual Offending
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