Using decision tree to predict non-suicidal self-injury among young adults: the role of depression, childhood maltreatment and recent bullying victimization.
Eur J Psychotraumatol
; 15(1): 2322390, 2024.
Article
en En
| MEDLINE
| ID: mdl-38445506
ABSTRACT
Importance Non-suicidal self-injury (NSSI) is a significant mental health issue requiring a deeper understanding of its underlying causes, such as childhood maltreatment, adult bullying victimization, and depression. Previous studies have not adequately addressed the cumulative risks of these factors on NSSI among college students. This population-based study investigates these cumulative risk factors.Design, setting, and participants:
The cross-sectional study included 63 university's college students with a mean age of 19.6 years (N = 95,833).Main outcomes andmeasures:
Two Chi-Square Automatic Interaction Detection (CHAID) decision tree models were used to classify subgroups based on childhood maltreatment and adult bullying victimization experiences and to investigate their cumulative risks of NSSI. Recursive partitioning algorithms determined each predictor variable's relative importance.Results:
The CHAID model accurately predicted NSSI behaviours with an overall accuracy rate of 77.8% for individuals with clinically relevant depressive symptoms and 97.2% for those without. Among depressed individuals, childhood emotional abuse was the strongest NSSI predictor (Chi-Square, 650.747; adjusted P < .001), followed by sexual and physical abuse. For non-depressed individuals, emotional abuse in childhood was the strongest NSSI predictor (Chi-Square, 2084.171; adjusted P < .001), with sexual and verbal bullying in the past year representing the most significant proximal risks.Conclusions and relevance Emotional abuse during childhood profoundly impacts individuals, increasing the risk of NSSI in both depressed and non-depressed individuals. Clinically relevant depressive symptoms have a moderating effect on the relationship between childhood maltreatment, adult bullying victimization, and NSSI. Identifying these factors can inform targeted interventions to prevent NSSI development among young adults.
Emotional abuse during childhood has a profound impact on individuals, increasing their risk of non-suicidal self-injury (NSSI), regardless of whether they are depressed or non-depressed.Among depressed individuals, childhood emotional abuse emerges as the strongest predictor of NSSI, followed by sexual and physical abuse.In non-depressed individuals, emotional abuse in childhood assumes a similar role as the strongest NSSI predictor, with sexual abuse and verbal bullying in the past year representing the most significant proximal risks.
Palabras clave
Texto completo:
1
Colección:
01-internacional
Base de datos:
MEDLINE
Contexto en salud:
1_ASSA2030
Problema de salud:
1_financiamento_saude
Asunto principal:
Maltrato a los Niños
/
Conducta Autodestructiva
/
Acoso Escolar
Límite:
Adult
/
Child
/
Humans
Idioma:
En
Revista:
Eur J Psychotraumatol
Año:
2024
Tipo del documento:
Article