paper-with-me

홈 › Papers

The Role of Mandated Mental Health Treatment in the Criminal Justice System

2022-12-13 · Rachel Nesbit

Mental health disorders are particularly prevalent among those in the criminal justice system and may be a contributing factor in recidivism. Using North Carolina court cases from 1994 to 2009, this paper evaluates how mandated mental health treatment as a term of probation impacts the likelihood that individuals return to the criminal justice system. I use random variation in judge assignment to compare those who were required to seek weekly mental health counseling to those who were not. The main findings are that being assigned to seek mental health treatment decreases the likelihood of three-year recidivism by about 12 percentage points, or 36 percent. This effect persists over time, and is similar among various types of individuals on probation. In addition, I show that mental health treatment operates distinctly from drug addiction interventions in a multiple-treatment framework. I provide evidence that mental health treatment's longer-term effectiveness is strongest among more financially-advantaged probationers, consistent with this setting, in which the cost of mandated treatment is shouldered by offenders. Finally, conservative calculations result in a 5:1 benefit-to-cost ratio which suggests that the treatment-induced decrease in future crime would be more than sufficient to offset the costs of treatment.

📄 PDF Abstract BibTeX arXiv:2212.06736

Code (0)

등록된 구현이 없습니다.

Similar Papers 제목 키워드 기반

Advancements in Machine Learning and Deep Learning for Early Detection and Management of Mental Health Disorder

2024-12-09 · Kamala Devi Kannan, Senthil Kumar Jagatheesaperumal, Rajesh N. V. P. S. Kandala, Mojtaba Lotfaliany 외

For the early identification, diagnosis, and treatment of mental health illnesses, the integration of deep learning (DL) and machine learning (ML) has started playing a significant role. By evaluating complex data from i…

Data IntegrationDiagnosticManagement

Breaking the Cycle of Incarceration With Targeted Mental Health Outreach: A Case Study in Machine Learning for Public Policy

2025-09-17 · Kit T. Rodolfa, Erika Salomon, Jin Yao, Steve Yoder 외 arxiv

Many incarcerated individuals face significant and complex challenges, including mental illness, substance dependence, and homelessness, yet jails and prisons are often poorly equipped to address these needs. With little…

Female Agency and its Implications on Mental and Physical Health: Evidence from the city of Dhaka

2022-04-01 · Upasak Das, Gindo Tampubolon

Women agency defined as the ability to conceive of purposeful plan and to carry out action consistent with such a plan can play an important role in determining health status. Using data from female respondents conducted…

PRISON: Unmasking the Criminal Potential of Large Language Models

2025-06-19 · Xinyi Wu, Geng Hong, Pei Chen, Yueyue Chen 외

As large language models (LLMs) advance, concerns about their misconduct in complex social contexts intensify. Existing research overlooked the systematic understanding and assessment of their criminal capability in real…

Adversarial Robustness

A Survey of Large Language Models in Psychotherapy: Current Landscape and Future Directions

2025-02-16 · Hongbin Na, Yining Hua, Zimu Wang, Tao Shen 외

Mental health remains a critical global challenge, with increasing demand for accessible, effective interventions. Large language models (LLMs) offer promising solutions in psychotherapy by enhancing the assessment, diag…

Survey