MétaCan
Menu
Retour à la cohorte
Enregistrement W7066451418

Identifying patterns of delinquency and victimization and their associations with mental disorders: a population-based investigation among Ontario children

2023· dissertation· en· W7066451418 sur OpenAlexaboutno aff

Notice bibliographique

RevueUWSpace (University of Waterloo) · 2023
Typedissertation
Langueen
DomainePhysics and Astronomy
ThématiqueLaser-Plasma Interactions and Diagnostics
Établissements canadiensnon disponible
Organismes subventionnairesnon disponible
Mots-clésJuvenile delinquencyMental healthContext (archaeology)Poison controlSuicide preventionSocioeconomic statusOccupational safety and health
DOInon disponible

Résumé

récupéré en direct d'OpenAlex

Childhood and early adolescence are a critical period when individuals are at greater risk of engaging in delinquent behaviours – such as theft, vandalism, and assault – as committers, victims, or both. Current data on delinquent behaviours among children in the Canadian context are limited. However, a 2012 report found that 37% of Canadian children under 20 reported having engaged in at least one of these delinquent behaviours in their lifetime and that 40% had been victimized at least once in the past year. \n \nSimilarly, the transition between childhood and early adolescence has been shown to be when most mental health disorders develop. While the majority of children with mental disorder do not participate in delinquent behaviors, mental disorders are more prevalent among individuals accused of, or victimized by crime (39% and 37%), than in the general population (26%). Delinquency or victimization can further compound existing health and social inequities related to mental disorder, previous trauma, or low socioeconomic status that dampens health, social, and economic trajectories throughout the lifespan. Given their high prevalence, long-term effects, and associations with other poor health behaviours and outcomes, delinquency and victimization among children is of public health concern. \n \nTypically, research has examined delinquency and victimization separately when determining their associations with health outcomes despite knowledge that delinquency and victimization often co-occur. Further, while children spend most of their time at home and school, findings from both settings are not often investigated together. There has also been limited study of delinquency, victimization, and mental health in the general population. \n \nTo address these knowledge gaps this dissertation examined differences in how parents and teachers report delinquency, what classes of delinquency and victimization are present among children, and how these classes are associated with mental disorders. Specifically, the study objectives were to: 1) determine the prevalence of delinquency and victimization among children; 2) define the level of agreement between parent and teacher reports of child delinquency; 3) examine the effects of child and informant characteristics on level of agreement; 4) identify specific patterns of delinquency and victimization across home and school settings; 5) examine the relationships between latent class membership and child and informant characteristics; 6) delineate the associations between latent classes and mental disorders; and 7) explore the moderating effect of covariates on the associations between latent classes and mental disorders. To accomplish these objectives the analyses used data from the 2014 Ontario Child Health Study and included children aged 4-14 years. \n \nThe first manuscript developed a trifactor model to examine levels of agreement between parent and teacher reports of delinquent behaviours, and the effects child and informant characteristics had on levels of agreement. Results showed low levels of agreement between parents and teachers. Further, older child age, female reporting parents, lower income households, immigrant households, and parental depression were associated with greater agreement between parents and teachers. Lower parental education and lower teacher experience were associated with lesser agreement. These findings indicate that children exhibit delinquent behaviours differently between home and school settings. \n \nThe second manuscript used latent class analysis to identify four classes of children, indicating patterns of co-occurrence of delinquent behaviors and victimization experiences: low victimization and low delinquency, moderate victimization and moderate school delinquency, high victimization and moderate home delinquency, and high victimization and high home and school delinquency. Results revealed that child sex, household income, ethnicity, parental education, and parental depression were associated with differences in class membership. These findings suggest that distinct subgroups of delinquent behaviours and victimization are present among children and that child and parent characteristics have an effect on the likelihood of membership. \n \nThe third manuscript conducted multinomial regression analysis to provide evidence on the associations between the determined latent classes and mental health disorders, and if child and informant characteristics moderated these associations. The results displayed that the high victimization and moderate home delinquency class was associated with both internalizing and externalizing disorders, while the high victimization and high home and school delinquency and moderate victimization and moderate school delinquency classes were associated with externalizing disorders. None of the covariates tested moderated these associations. These findings suggest that differential associations exist between latent classes of delinquency and victimization and mental health disorders. \n \nThis body of research fills a critical gap in terms of knowledge of how child delinquency and victimization co-occur across home and school contexts, and associations with internalizing and externalizing disorders. Taken together, these findings conclude that mental health and social behaviour interventions should account for different patterns of delinquency and victimization and adopt a trauma-informed approach. Due to the high prevalence of delinquent behaviours and experiences of victimization, universal prevention programs should be implemented to reduce frequency and worsening impact and behaviours. Future longitudinal research should investigate the temporality of delinquent behaviours, victimization, and mental health to strengthen understandings of these items and points for effective interventions.

Récupéré en direct depuis OpenAlex et désinversé. Les résumés ne sont pas conservés dans cette base de données : les index inversés représentent 8,6 Go des 9,3 Go de texte de la base, et le serveur dispose de 13 Go libres.

Comment cette classification a été obtenuedéplier

Prédiction machine sur la base complète

Imitation des enseignants

Ni prévalence calibrée, ni vérité terrain. Validation humaine à venir. Le volet Gemma est une étiquette directe du modèle pour chaque travail de la base, lue sur la notice réduite au titre. Le volet Codex est un classifieur appris des 10 348 étiquettes directes de Codex et calibré sur les taux pondérés de l'échantillon; les champs sans appui suffisant ne portent aucun appel Codex. Le mode candidate est l'union des deux volets; le consensus est leur intersection. Ces sorties portent le statut machine_predicted_unvalidated et ne sont pas des étiquettes humaines.

score de la tête « metaresearch » (Codex)0,001
score de la tête « metaresearch » (Gemma)0,002
Version: metacan-v3-hybrid-931329e0061cStatut de validation: machine_predicted_unvalidated
Catégories candidatesaucune
Catégories consensuellesaucune
DomaineSignal candidat: aucune · Signal consensuel: aucune
Devis d'étudeSignal candidat: Observationnel · Signal consensuel: Observationnel
GenreSignal candidat: Empirique · Signal consensuel: Empirique
Score de désaccord entre enseignants0,029
Score d'incertitude au seuil0,212

Scores du classifieur distillé par catégorie (deux têtes)

CatégorieCodexGemma
Métarecherche0,0010,002
Méta-épidémiologie (sens strict)0,0000,001
Méta-épidémiologie (sens large)0,0010,001
Bibliométrie0,0020,005
Études des sciences et des technologies0,0050,001
Communication savante0,0020,001
Science ouverte0,0010,002
Intégrité de la recherche0,0010,001
Charge utile insuffisante (le modèle a refusé de juger)0,0020,001

Scores machine (provisoires)

Les deux têtes enseignantes du modèle étudiant, lues sur ce travail. Un score ordonne la base pour la relecture; il n'affirme jamais une catégorie, et le statut de validation accompagne chaque rangée tel quel.

Scores de référence d'un modèle non mature (critères de maturité non atteints, 7 itérations). Un score ordonne; il n'affirme jamais une catégorie.

Tête enseignante Opus0,007
Tête enseignante GPT0,193
Écart entre enseignants0,186 · la distance entre les deux têtes enseignantes sur ce seul travail
Statut de validationscore_only:v0-immature-baseline · tel quel depuis la passe de notation : score_only signifie que le nombre peut ordonner les travaux, et qu'aucune étiquette de catégorie n'en découle

Classification

machine, non validée

Prédiction automatique; un appel candidat d’une seule source (Gemma direct ou Codex distillé), pas un consensus.

Les modèles n’ont appliqué aucune catégorie : rien dans la taxonomie ne correspondait à ce travail.
Devis d'étudeObservationnel
Domainenon disponible
GenreEmpirique

Le détail, modèle par modèle et score par score, se trouve en fin de page sous « Comment cette classification a été obtenue ».

En bref

Citations0
Publié2023
Routes d'admission1
Résumé présentoui

Explorer davantage

Même revueUWSpace (University of Waterloo)Même sujetLaser-Plasma Interactions and DiagnosticsTravaux en français237 207