The University of Southampton
University of Southampton Institutional Repository

Positive and negative parenting in conduct disorder with high versus low levels of callous–unemotional traits

Positive and negative parenting in conduct disorder with high versus low levels of callous–unemotional traits
Positive and negative parenting in conduct disorder with high versus low levels of callous–unemotional traits

Less is known about the relationship between conduct disorder (CD), callous-unemotional (CU) traits, and positive and negative parenting in youth compared to early childhood. We combined traditional univariate analyses with a novel machine learning classifier (Angle-based Generalized Matrix Learning Vector Quantization) 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- A nd parent-reports of parenting behavior. 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 and 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 behaviors in CD with varying levels of CU traits in late childhood/adolescence.

angle-based generalized matrix learning vector quantization, callous-unemotional traits, conduct disorder, machine learning, parenting
0954-5794
1-12
Pauli, Ruth
481699f9-efa2-4728-8c3f-b0dd72a2c3a4
Tino, Peter
4d19ecd4-c866-4b16-a048-0d8158eafcae
Rogers, Jack C.
c021e20a-8601-4ca1-b7d8-12ef0ba6e07d
Baker, Rosalind
307b975b-236f-43eb-951c-11da184e5782
Clanton, Roberta
25d1a52d-40e4-4fbb-8630-eec8642ad7d7
Birch, Philippa
058e397a-1c44-44af-b8f3-be94365ef64c
Brown, Abigail
395cb446-eda3-46f3-a95b-0741833582a4
Daniel, Gemma
0dc322e0-1a4d-4345-b8a5-ea4447d3f2a3
Ferreira, Lisandra
c8b92df2-f122-415e-937f-74952fbabb74
Grisley, Liam
d38ea663-53c3-477b-8025-7781c624cb68
Kohls, Gregor
5cdfb4bb-1d92-46da-8359-35eb14bdfd6c
Baumann, Sarah
b9b47ca4-8d11-44b2-8ff5-3d61b1c56efc
Bernhard, Anka
ac29064a-36c6-4d17-acd0-7e0c1f2bccc6
Martinelli, Anne
e07ef50f-496f-4b1d-965d-9c407f0d37e2
Ackermann, Katharina
6b68eebf-7b79-47aa-849d-aa1cdd690bdf
Lazaratou, Helen
30f8d049-e81a-4aba-8c20-606bad0625ae
Tsiakoulia, Foteini
d0d99f01-3c80-4d2a-99c9-ec2fd2b5fbca
Bali, Panagiota
7551be6b-f0b0-4cba-9783-1d7dcba9b58f
Oldenhof, Helena
7a8adf64-17b5-4ceb-b620-99b288a3ebcc
Jansen, Lucres
a4b57bea-1b0e-4914-a99a-25bf53a4210e
Smaragdi, Areti
b090586a-a5c3-4ec0-b05e-167a5a0f4543
Gonzalez-madruga, Karen
72c8192c-95dd-4c29-8cf5-4a95790b3661
Gonzalez-torres, Miguel Angel
ccf4a1cb-8679-4f28-acfd-e652912d0e43
Gonzalez De Artaza-lavesa, Maider
d2e012b1-a044-4b02-9d8d-5436285e7740
Steppan, Martin
784c4a45-67c6-4090-86bf-46f5ceb599cc
Vriends, Noortje
d6a8502e-6149-4002-98dd-183584f11e1f
Bigorra, Aitana
3702c226-edc0-4584-9f53-7ece7ce47c01
Siklosi, Reka
1dc8d9a0-a0bf-43cb-8389-c0f73c77ac75
Ghosh, Sreejita
793d3f07-f5c8-4f1a-bd75-86f1b3dfe6c3
Bunte, Kerstin
62d9a1dc-8e82-4258-830d-504535c36981
Dochnal, Roberta
2c577ad2-6102-45b0-8b2f-9d8b1cfee086
Hervas, Amaia
ac4a6dfa-6f25-4fab-8231-f35710f8e425
Stadler, Christina
ee3bd6ab-e3fe-436b-987d-266764f4acde
Fernandez-rivas, Aranzazu
936819aa-0df8-4a0d-8ec3-9ffec725d3fb
Fairchild, Graeme
f99bc911-978e-48c2-9754-c6460666a95f
Popma, Arne
4633a830-a52a-4b20-a730-4bceacb2d7f6
Dikeos, Dimitris
867cb186-b19b-4477-8d78-0511bf87a176
Konrad, Kerstin
cf326afb-d9a2-41da-a389-c9ac0a4b8341
Herpertz-dahlmann, Beate
67af4e2a-5cdf-46d1-bf89-c27b5f1ae67a
Freitag, Christine M.
05f89bf2-49e2-4803-8c7e-3f4d25bf79d8
Rotshtein, Pia
082ffd65-5751-4332-b765-30b4db2dba18
De Brito, Stephane A.
6dec1536-9ab4-4c4e-afbc-dd02d510bd98
Pauli, Ruth
481699f9-efa2-4728-8c3f-b0dd72a2c3a4
Tino, Peter
4d19ecd4-c866-4b16-a048-0d8158eafcae
Rogers, Jack C.
c021e20a-8601-4ca1-b7d8-12ef0ba6e07d
Baker, Rosalind
307b975b-236f-43eb-951c-11da184e5782
Clanton, Roberta
25d1a52d-40e4-4fbb-8630-eec8642ad7d7
Birch, Philippa
058e397a-1c44-44af-b8f3-be94365ef64c
Brown, Abigail
395cb446-eda3-46f3-a95b-0741833582a4
Daniel, Gemma
0dc322e0-1a4d-4345-b8a5-ea4447d3f2a3
Ferreira, Lisandra
c8b92df2-f122-415e-937f-74952fbabb74
Grisley, Liam
d38ea663-53c3-477b-8025-7781c624cb68
Kohls, Gregor
5cdfb4bb-1d92-46da-8359-35eb14bdfd6c
Baumann, Sarah
b9b47ca4-8d11-44b2-8ff5-3d61b1c56efc
Bernhard, Anka
ac29064a-36c6-4d17-acd0-7e0c1f2bccc6
Martinelli, Anne
e07ef50f-496f-4b1d-965d-9c407f0d37e2
Ackermann, Katharina
6b68eebf-7b79-47aa-849d-aa1cdd690bdf
Lazaratou, Helen
30f8d049-e81a-4aba-8c20-606bad0625ae
Tsiakoulia, Foteini
d0d99f01-3c80-4d2a-99c9-ec2fd2b5fbca
Bali, Panagiota
7551be6b-f0b0-4cba-9783-1d7dcba9b58f
Oldenhof, Helena
7a8adf64-17b5-4ceb-b620-99b288a3ebcc
Jansen, Lucres
a4b57bea-1b0e-4914-a99a-25bf53a4210e
Smaragdi, Areti
b090586a-a5c3-4ec0-b05e-167a5a0f4543
Gonzalez-madruga, Karen
72c8192c-95dd-4c29-8cf5-4a95790b3661
Gonzalez-torres, Miguel Angel
ccf4a1cb-8679-4f28-acfd-e652912d0e43
Gonzalez De Artaza-lavesa, Maider
d2e012b1-a044-4b02-9d8d-5436285e7740
Steppan, Martin
784c4a45-67c6-4090-86bf-46f5ceb599cc
Vriends, Noortje
d6a8502e-6149-4002-98dd-183584f11e1f
Bigorra, Aitana
3702c226-edc0-4584-9f53-7ece7ce47c01
Siklosi, Reka
1dc8d9a0-a0bf-43cb-8389-c0f73c77ac75
Ghosh, Sreejita
793d3f07-f5c8-4f1a-bd75-86f1b3dfe6c3
Bunte, Kerstin
62d9a1dc-8e82-4258-830d-504535c36981
Dochnal, Roberta
2c577ad2-6102-45b0-8b2f-9d8b1cfee086
Hervas, Amaia
ac4a6dfa-6f25-4fab-8231-f35710f8e425
Stadler, Christina
ee3bd6ab-e3fe-436b-987d-266764f4acde
Fernandez-rivas, Aranzazu
936819aa-0df8-4a0d-8ec3-9ffec725d3fb
Fairchild, Graeme
f99bc911-978e-48c2-9754-c6460666a95f
Popma, Arne
4633a830-a52a-4b20-a730-4bceacb2d7f6
Dikeos, Dimitris
867cb186-b19b-4477-8d78-0511bf87a176
Konrad, Kerstin
cf326afb-d9a2-41da-a389-c9ac0a4b8341
Herpertz-dahlmann, Beate
67af4e2a-5cdf-46d1-bf89-c27b5f1ae67a
Freitag, Christine M.
05f89bf2-49e2-4803-8c7e-3f4d25bf79d8
Rotshtein, Pia
082ffd65-5751-4332-b765-30b4db2dba18
De Brito, Stephane A.
6dec1536-9ab4-4c4e-afbc-dd02d510bd98

Pauli, Ruth, Tino, Peter, Rogers, Jack C., Baker, Rosalind, Clanton, Roberta, Birch, Philippa, Brown, Abigail, Daniel, Gemma, Ferreira, Lisandra, Grisley, Liam, Kohls, Gregor, Baumann, Sarah, Bernhard, Anka, Martinelli, Anne, Ackermann, Katharina, Lazaratou, Helen, Tsiakoulia, Foteini, Bali, Panagiota, Oldenhof, Helena, Jansen, Lucres, Smaragdi, Areti, Gonzalez-madruga, Karen, Gonzalez-torres, Miguel Angel, Gonzalez De Artaza-lavesa, Maider, Steppan, Martin, Vriends, Noortje, Bigorra, Aitana, Siklosi, Reka, Ghosh, Sreejita, Bunte, Kerstin, Dochnal, Roberta, Hervas, Amaia, Stadler, Christina, Fernandez-rivas, Aranzazu, Fairchild, Graeme, Popma, Arne, Dikeos, Dimitris, Konrad, Kerstin, Herpertz-dahlmann, Beate, Freitag, Christine M., Rotshtein, Pia and De Brito, Stephane A. (2020) Positive and negative parenting in conduct disorder with high versus low levels of callous–unemotional traits. Development and Psychopathology, 1-12. (doi:10.1017/S0954579420000279).

Record type: Article

Abstract

Less is known about the relationship between conduct disorder (CD), callous-unemotional (CU) traits, and positive and negative parenting in youth compared to early childhood. We combined traditional univariate analyses with a novel machine learning classifier (Angle-based Generalized Matrix Learning Vector Quantization) 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- A nd parent-reports of parenting behavior. 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 and 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 behaviors in CD with varying levels of CU traits in late childhood/adolescence.

This record has no associated files available for download.

More information

Accepted/In Press date: 11 February 2020
e-pub ahead of print date: 23 June 2020
Additional Information: Publisher Copyright: Copyright © Cambridge University Press 2020. Copyright: Copyright 2020 Elsevier B.V., All rights reserved.
Keywords: angle-based generalized matrix learning vector quantization, callous-unemotional traits, conduct disorder, machine learning, parenting

Identifiers

Local EPrints ID: 444115
URI: http://eprints.soton.ac.uk/id/eprint/444115
ISSN: 0954-5794
PURE UUID: 5e8abc64-92e6-4653-a1ef-6eb3b8f50365
ORCID for Graeme Fairchild: ORCID iD orcid.org/0000-0001-7814-9938

Catalogue record

Date deposited: 25 Sep 2020 16:36
Last modified: 16 Mar 2024 08:56

Export record

Altmetrics

Contributors

Author: Ruth Pauli
Author: Peter Tino
Author: Jack C. Rogers
Author: Rosalind Baker
Author: Roberta Clanton
Author: Philippa Birch
Author: Abigail Brown
Author: Gemma Daniel
Author: Lisandra Ferreira
Author: Liam Grisley
Author: Gregor Kohls
Author: Sarah Baumann
Author: Anka Bernhard
Author: Anne Martinelli
Author: Katharina Ackermann
Author: Helen Lazaratou
Author: Foteini Tsiakoulia
Author: Panagiota Bali
Author: Helena Oldenhof
Author: Lucres Jansen
Author: Areti Smaragdi
Author: Karen Gonzalez-madruga
Author: Miguel Angel Gonzalez-torres
Author: Maider Gonzalez De Artaza-lavesa
Author: Martin Steppan
Author: Noortje Vriends
Author: Aitana Bigorra
Author: Reka Siklosi
Author: Sreejita Ghosh
Author: Kerstin Bunte
Author: Roberta Dochnal
Author: Amaia Hervas
Author: Christina Stadler
Author: Aranzazu Fernandez-rivas
Author: Graeme Fairchild ORCID iD
Author: Arne Popma
Author: Dimitris Dikeos
Author: Kerstin Konrad
Author: Beate Herpertz-dahlmann
Author: Christine M. Freitag
Author: Pia Rotshtein
Author: Stephane A. De Brito

Download statistics

Downloads from ePrints over the past year. Other digital versions may also be available to download e.g. from the publisher's website.

View more statistics

Atom RSS 1.0 RSS 2.0

Contact ePrints Soton: eprints@soton.ac.uk

ePrints Soton supports OAI 2.0 with a base URL of http://eprints.soton.ac.uk/cgi/oai2

This repository has been built using EPrints software, developed at the University of Southampton, but available to everyone to use.

We use cookies to ensure that we give you the best experience on our website. If you continue without changing your settings, we will assume that you are happy to receive cookies on the University of Southampton website.

×