Identifying prospective temperament predictors of callous-unemotional traits using machine learning

Alexis Broussard; Sarah C. Vogel; Patrick K. Goh; Emily R. Perkins; Yael Paz; Nicole Huth; Anthony J. Rosellini; William R. Mills-Koonce; Michael T. Willoughby; Rebecca Waller; Nicholas J. Wagner

doi:10.1007/s00787-026-03012-8

Identifying prospective temperament predictors of callous-unemotional traits using machine learning

Alexis Broussard
, Sarah C. Vogel
, Patrick K. Goh
, Emily R. Perkins
, Yael Paz
, Nicole Huth
, Anthony J. Rosellini
, William R. Mills-Koonce
, Michael T. Willoughby
, Rebecca Waller
, Nicholas J. Wagner

Psychology

University of Pennsylvania School of Arts and Sciences
University of Hawai'i at Mānoa
Boston University
University of North Carolina at Greensboro
RTI International

Research output: Contribution to journal › Article › peer-review

Original language	English
Journal	European Child and Adolescent Psychiatry
DOIs	https://doi.org/10.1007/s00787-026-03012-8
State	Accepted/In press - 2026

ASJC Scopus Subject Areas

Pediatrics, Perinatology, and Child Health
Developmental and Educational Psychology
Psychiatry and Mental health

Keywords

Affiliation
Callous-unemotional traits
Conduct disorder
Fear
Machine learning

Access to Document

10.1007/s00787-026-03012-8

Cite this

@article{664b5239f1ee45d9ae96acc607240b34,

title = "Identifying prospective temperament predictors of callous-unemotional traits using machine learning",

keywords = "Affiliation, Callous-unemotional traits, Conduct disorder, Fear, Machine learning",

author = "Alexis Broussard and Vogel, \{Sarah C.\} and Goh, \{Patrick K.\} and Perkins, \{Emily R.\} and Yael Paz and Nicole Huth and Rosellini, \{Anthony J.\} and Mills-Koonce, \{William R.\} and Willoughby, \{Michael T.\} and Rebecca Waller and Wagner, \{Nicholas J.\}",

note = "Publisher Copyright: {\textcopyright} The Author(s) 2026.",

year = "2026",

doi = "10.1007/s00787-026-03012-8",

language = "English",

journal = "European Child and Adolescent Psychiatry",

issn = "1018-8827",

publisher = "Springer Science and Business Media Deutschland GmbH",

}

TY - JOUR

T1 - Identifying prospective temperament predictors of callous-unemotional traits using machine learning

AU - Broussard, Alexis

AU - Vogel, Sarah C.

AU - Goh, Patrick K.

AU - Perkins, Emily R.

AU - Paz, Yael

AU - Huth, Nicole

AU - Rosellini, Anthony J.

AU - Mills-Koonce, William R.

AU - Willoughby, Michael T.

AU - Waller, Rebecca

AU - Wagner, Nicholas J.

PY - 2026

Y1 - 2026

KW - Affiliation

KW - Callous-unemotional traits

KW - Conduct disorder

KW - Fear

KW - Machine learning

UR - https://www.scopus.com/pages/publications/105033287193

UR - https://www.scopus.com/pages/publications/105033287193#tab=citedBy

U2 - 10.1007/s00787-026-03012-8

DO - 10.1007/s00787-026-03012-8

M3 - Article

C2 - 41854761

AN - SCOPUS:105033287193

SN - 1018-8827

JO - European Child and Adolescent Psychiatry

JF - European Child and Adolescent Psychiatry

ER -

Identifying prospective temperament predictors of callous-unemotional traits using machine learning

ASJC Scopus Subject Areas

Keywords

Access to Document

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