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Record W4288081026 · doi:10.1080/14999013.2022.2105992

Restorative Justice Practices in Forensic Mental Health Settings – A Scoping Review

2022· review· en· W4288081026 on OpenAlexaff
Krystle Martin, Sayani Paul, Erin Campbell, Korri Bickle

Bibliographic record

VenueInternational Journal of Forensic Mental Health · 2022
Typereview
Languageen
FieldPsychology
TopicPsychopathy, Forensic Psychiatry, Sexual Offending
Canadian institutionsOntario Shores Centre for Mental Health Sciences
Fundersnot available
KeywordsMental healthRestorative justicePsychological interventionCriminal justiceForensic scienceGrey literatureEconomic JusticePsychologyCriminologyMedicineMEDLINEPsychiatryPolitical scienceLaw

Abstract

fetched live from OpenAlex

Restorative justice has long been considered an important alternative lens to approach illegal and harmful behavior compared to traditional criminal justice approaches. Despite this widespread and successful application, efforts to use this approach within forensic mental health settings have seemingly been minimal. This review aimed to synthesize the available information on the application, evidence for use, and barriers or unique considerations for restorative justice practices within forensic mental health settings. The PRISMA extension for scoping reviews checklist guided our reporting of the results. After conducting an extensive review of the literature, six peer-reviewed articles and five gray literature documents were included. Our results demonstrate that restorative justice approaches in forensic mental health settings are being used by a small number of committed individuals and are not broadly accepted or part of typical care services. The evidence for use of this approach is extremely sparse but do suggest that these interventions could be appropriate in forensic mental health settings as reports for positive impacts are available on three levels, with patients, victims, and organizations. Information about the unique considerations that should be made and how restorative justice in forensic mental health differs from use in other populations is discussed.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.006
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.563
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0040.001
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0020.000
Research integrity0.0000.003
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.165
GPT teacher head0.522
Teacher spread0.357 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreReview

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations9
Published2022
Admission routes1
Has abstractyes

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