Offender Gender, Mental illness and Trauma Experience in Relation to Re- Contact with the Criminal Justice System
Notice bibliographique
Résumé
Female offenders’ experiences within the criminal justice system and the way in which they become involved with the criminal justice system are very different than that of male offenders. Previous research that has been conducted on female offending does show that womens’ contact with the criminal justice system can often be related to histories of abuse and to mental illness, and that these can also be related to subsequent re-contacts with the criminal justice system. \nAbuse, mental illness and gender, along with control variables (age, aboriginal identity, LSI-OR score), were investigated in a sample of 522 male and female Ontario Provincial offenders. When males and females were compared at the bivariate level using a chi-square comparison, females were found to be significantly more likely to re-contact. Abuse and mental illness were not found on their own to be significantly related to re-contact, but when the relationship between the three variables was examined, mental illness was found to be both significant and positively correlated to both gender and abuse. Examination into the relationship between the variables found a strong relationship between gender and abuse, gender and mental illness, mental illness and abuse as well as strong relationship in the three way interaction between gender, mental illness and abuse. The cross tabulation demonstrated that women who had experienced abuse were identified as being much more likely to be suffering from a mental illness. \nLogistic regression was used to model the relationship between re-contact, gender, abuse and the risk for re-contact. All possible interactions (as noted above) were included in the model, but the model that best fit the data included only the controls (age, aboriginal identity, LSI-OR score), gender, abuse, mental illness and the interaction between mental illness and gender. Results indicated that there was a significantly higherrisk for re-contact for females with mental illness, compared with men with mental illness or or to men and women without mental illness.. Even though abuse as a single variable or as part of an interaction was not found to be significantly related to re-contact, it is still of importance to note that the chi-square comparisons demonstrated that abuse is significantly related to gender and mental illness, therefore the relationship was still important when looking at the implications of the research. \nIt is recommended that future research further investigate the different needs of male and female offenders and the role that experienced physical, sexual and emotional abuse, mental illness and gender plays in not only offending behaviour, but in the treatment and rehabilitation of offenders within the provincial correctional system.
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Comment cette classification a été obtenuedéplier
Prédiction machine sur la base complète
Imitation des enseignantsNi 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.
Scores du classifieur distillé par catégorie (deux têtes)
| Catégorie | Codex | Gemma |
|---|---|---|
| Métarecherche | 0,000 | 0,003 |
| Méta-épidémiologie (sens strict) | 0,000 | 0,000 |
| Méta-épidémiologie (sens large) | 0,000 | 0,000 |
| Bibliométrie | 0,001 | 0,001 |
| Études des sciences et des technologies | 0,002 | 0,001 |
| Communication savante | 0,001 | 0,001 |
| Science ouverte | 0,000 | 0,001 |
| Intégrité de la recherche | 0,000 | 0,001 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,004 | 0,000 |
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.
score_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 découleClassification
machine, non validéePrédiction automatique; un appel candidat d’une seule source (Gemma direct ou Codex distillé), pas un consensus.
Le détail, modèle par modèle et score par score, se trouve en fin de page sous « Comment cette classification a été obtenue ».