Responding to young people responsible for harm: a comparative study of restorative and conventional approaches
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract Research investigating the impact of restorative responses on offenders has increased in sophistication and complexity over the last decade. Extending beyond earlier studies documenting satisfaction with restorative justice, investigators have considered its relationship with recidivism, reparation compliance and perception of fairness. A few experimental studies have compared conventional and restorative approaches, with results generally favoring the latter. This study focuses on intermediate outcomes of justice approaches on adolescents responsible for harm. These outcomes represent benefits of restorative justice often theoretically argued but rarely empirically evaluated. The study employed a quasi‐experimental design and scales developed through previous qualitative research and consultation with stakeholders. Adolescents participating in conventional vs restorative responses, in both court and school contexts, were compared on eight variables in three areas: accountability, relationship repair and closure. While some variation in outcome depends on context, the results add to the growing literature documenting the benefits of restorative approaches. Keywords: restorative justicegroup conferencingdiversionyouthcomparative Acknowledgment The research reported in the paper was funded by the Alberta Law Foundation.
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.
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it