High value correlates of caregiver reported counseling service need and utilization for adolescents at-risk for childhood maltreatment and neglect.

Adolescents with a history of child maltreatment experience increased risk for psychopathology that sets them on a trajectory towards a range of difficulties in adulthood. Various factors influence caregivers' decisions to seek mental health services (MHS) that could improve developmental outco...

Descripción completa

Guardado en:

Detalles Bibliográficos
Autores principales:	Alejandro L Vázquez, Tommy Chou, Cynthia M Navarro Flores, Tyson S Barrett, Miguel T Villodas, Melanie M Domenech Rodríguez
Formato:	article
Lenguaje:	EN
Publicado:	Public Library of Science (PLoS) 2021
Materias:	Medicine R Science Q
Acceso en línea:	https://doaj.org/article/c3131cd5d00e49c9b938c3f0adecb28b
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

id	oai:doaj.org-article:c3131cd5d00e49c9b938c3f0adecb28b
record_format	dspace
spelling	oai:doaj.org-article:c3131cd5d00e49c9b938c3f0adecb28b2021-12-02T20:17:25ZHigh value correlates of caregiver reported counseling service need and utilization for adolescents at-risk for childhood maltreatment and neglect.1932-620310.1371/journal.pone.0258082https://doaj.org/article/c3131cd5d00e49c9b938c3f0adecb28b2021-01-01T00:00:00Zhttps://doi.org/10.1371/journal.pone.0258082https://doaj.org/toc/1932-6203Adolescents with a history of child maltreatment experience increased risk for psychopathology that sets them on a trajectory towards a range of difficulties in adulthood. Various factors influence caregivers' decisions to seek mental health services (MHS) that could improve developmental outcomes. The present study applied a machine learning algorithm, elastic net, to a sample of 878 adolescent-caregiver dyads from the Longitudinal Studies of Child Abuse and Neglect. Analyses simultaneously examined a large number of factors to determine their ability to discriminate between caregivers who perceived a need for MHS and those who did not, as well as caregivers who utilized MHS and those who did not. Results highlight family demographics, chronic parental stressors, youth psychopathology, and exposure to recent adversities as good classifiers of caregiver perceived need for (77.6%; sensitivity = .77; specificity = .78) and utilization of (71%; sensitivity = .71; specificity = .71) adolescent MHS. Elastic net identified adolescent clinical externalizing and internalizing problems, and parental stress related to child(ren)'s behavior as high value classifiers of both outcomes. Youth living with non-kin caregivers were also significantly more likely to utilize MHS. Findings highlight the importance of assessing clinical need, stress related to child(ren)'s behavior, and caregiver kinship in understanding the likelihood that at-risk families will seek adolescent MHS.Alejandro L VázquezTommy ChouCynthia M Navarro FloresTyson S BarrettMiguel T VillodasMelanie M Domenech RodríguezPublic Library of Science (PLoS)articleMedicineRScienceQENPLoS ONE, Vol 16, Iss 10, p e0258082 (2021)
institution	DOAJ
collection	DOAJ
language	EN
topic	Medicine R Science Q
spellingShingle	Medicine R Science Q Alejandro L Vázquez Tommy Chou Cynthia M Navarro Flores Tyson S Barrett Miguel T Villodas Melanie M Domenech Rodríguez High value correlates of caregiver reported counseling service need and utilization for adolescents at-risk for childhood maltreatment and neglect.
description	Adolescents with a history of child maltreatment experience increased risk for psychopathology that sets them on a trajectory towards a range of difficulties in adulthood. Various factors influence caregivers' decisions to seek mental health services (MHS) that could improve developmental outcomes. The present study applied a machine learning algorithm, elastic net, to a sample of 878 adolescent-caregiver dyads from the Longitudinal Studies of Child Abuse and Neglect. Analyses simultaneously examined a large number of factors to determine their ability to discriminate between caregivers who perceived a need for MHS and those who did not, as well as caregivers who utilized MHS and those who did not. Results highlight family demographics, chronic parental stressors, youth psychopathology, and exposure to recent adversities as good classifiers of caregiver perceived need for (77.6%; sensitivity = .77; specificity = .78) and utilization of (71%; sensitivity = .71; specificity = .71) adolescent MHS. Elastic net identified adolescent clinical externalizing and internalizing problems, and parental stress related to child(ren)'s behavior as high value classifiers of both outcomes. Youth living with non-kin caregivers were also significantly more likely to utilize MHS. Findings highlight the importance of assessing clinical need, stress related to child(ren)'s behavior, and caregiver kinship in understanding the likelihood that at-risk families will seek adolescent MHS.
format	article
author	Alejandro L Vázquez Tommy Chou Cynthia M Navarro Flores Tyson S Barrett Miguel T Villodas Melanie M Domenech Rodríguez
author_facet	Alejandro L Vázquez Tommy Chou Cynthia M Navarro Flores Tyson S Barrett Miguel T Villodas Melanie M Domenech Rodríguez
author_sort	Alejandro L Vázquez
title	High value correlates of caregiver reported counseling service need and utilization for adolescents at-risk for childhood maltreatment and neglect.
title_short	High value correlates of caregiver reported counseling service need and utilization for adolescents at-risk for childhood maltreatment and neglect.
title_full	High value correlates of caregiver reported counseling service need and utilization for adolescents at-risk for childhood maltreatment and neglect.
title_fullStr	High value correlates of caregiver reported counseling service need and utilization for adolescents at-risk for childhood maltreatment and neglect.
title_full_unstemmed	High value correlates of caregiver reported counseling service need and utilization for adolescents at-risk for childhood maltreatment and neglect.
title_sort	high value correlates of caregiver reported counseling service need and utilization for adolescents at-risk for childhood maltreatment and neglect.
publisher	Public Library of Science (PLoS)
publishDate	2021
url	https://doaj.org/article/c3131cd5d00e49c9b938c3f0adecb28b
work_keys_str_mv	AT alejandrolvazquez highvaluecorrelatesofcaregiverreportedcounselingserviceneedandutilizationforadolescentsatriskforchildhoodmaltreatmentandneglect AT tommychou highvaluecorrelatesofcaregiverreportedcounselingserviceneedandutilizationforadolescentsatriskforchildhoodmaltreatmentandneglect AT cynthiamnavarroflores highvaluecorrelatesofcaregiverreportedcounselingserviceneedandutilizationforadolescentsatriskforchildhoodmaltreatmentandneglect AT tysonsbarrett highvaluecorrelatesofcaregiverreportedcounselingserviceneedandutilizationforadolescentsatriskforchildhoodmaltreatmentandneglect AT migueltvillodas highvaluecorrelatesofcaregiverreportedcounselingserviceneedandutilizationforadolescentsatriskforchildhoodmaltreatmentandneglect AT melaniemdomenechrodriguez highvaluecorrelatesofcaregiverreportedcounselingserviceneedandutilizationforadolescentsatriskforchildhoodmaltreatmentandneglect
_version_	1718374371730391040

High value correlates of caregiver reported counseling service need and utilization for adolescents at-risk for childhood maltreatment and neglect.

Ejemplares similares