TY - JOUR
T1 - Positive and Negative Parenting in Conduct Disorder with High versus Low Levels of Callous-Unemotional Traits
AU - Pauli, Ruth
AU - Tino, Peter
AU - Rogers, Jack C.
AU - Baker, Rosalind
AU - Clanton, Roberta
AU - Birch, Philippa
AU - Brown, Abigail
AU - Daniel, Gemma
AU - Ferreira, Lisandra
AU - Grisley, Liam
AU - Kohls, Gregor
AU - Stadler, Christina
AU - Fernandez-Rivas, Aranzazu
AU - Fairchild, Graeme
AU - Popma, Arne
AU - Dikeos, Dimitris
AU - Herpertz-Dahlmann, Beate
AU - Konrad, Kerstin
AU - Freitag, Christine M.
AU - Rotshtein, Pia
AU - De Brito, Stephane A.
PY - 2021/8/31
Y1 - 2021/8/31
N2 - Less is known about the relationship between conduct disorder (CD), callous-unemotional (CU) traits and positive and negative parenting in adolescence compared to early childhood. We combined traditional univariate analyses with a novel machine learning classifier (Angle-based Generalised Matrix Learning Vector Quantisation) to classify youth (N = 756; 9-18 years) into typically-developing (TD) or CD groups with or without elevated CU traits (CD/HCU, CD/LCU respectively) using youth- and parent-report measures of parenting behaviour. At the group level, both CD/HCU and CD/LCU were associated with high negative and low positive parenting relative to TD. However, only positive parenting differed between the CD/HCU and CD/LCU groups. In classification analyses, performance was best when distinguishing CD/HCU from TD groups and poorest when distinguishing CD/HCU from CD/LCU groups. Positive and negative parenting were both relevant when distinguishing CD/HCU from TD, negative parenting was most relevant when distinguishing between CD/LCU from TD, and positive parenting was most relevant when distinguishing CD/HCU from CD/LCU groups. These findings suggest that while positive parenting distinguishes between CD/HCU and CD/LCU, negative parenting is associated with both CD subtypes. These results highlight the importance of considering multiple parenting behaviours in CD with varying levels of CU traits in late childhood or adolescence.
AB - Less is known about the relationship between conduct disorder (CD), callous-unemotional (CU) traits and positive and negative parenting in adolescence compared to early childhood. We combined traditional univariate analyses with a novel machine learning classifier (Angle-based Generalised Matrix Learning Vector Quantisation) to classify youth (N = 756; 9-18 years) into typically-developing (TD) or CD groups with or without elevated CU traits (CD/HCU, CD/LCU respectively) using youth- and parent-report measures of parenting behaviour. At the group level, both CD/HCU and CD/LCU were associated with high negative and low positive parenting relative to TD. However, only positive parenting differed between the CD/HCU and CD/LCU groups. In classification analyses, performance was best when distinguishing CD/HCU from TD groups and poorest when distinguishing CD/HCU from CD/LCU groups. Positive and negative parenting were both relevant when distinguishing CD/HCU from TD, negative parenting was most relevant when distinguishing between CD/LCU from TD, and positive parenting was most relevant when distinguishing CD/HCU from CD/LCU groups. These findings suggest that while positive parenting distinguishes between CD/HCU and CD/LCU, negative parenting is associated with both CD subtypes. These results highlight the importance of considering multiple parenting behaviours in CD with varying levels of CU traits in late childhood or adolescence.
U2 - 10.1017/S0954579420000279
DO - 10.1017/S0954579420000279
M3 - Article
SN - 1469-2198
VL - 33
SP - 980
EP - 991
JO - Development and Psychopathology
JF - Development and Psychopathology
IS - 3
ER -