MétaCan
Menu
Back to cohort
Record W3185509208 · doi:10.17159/obiter.v38i2.11441

RESTORATIVE JUSTICE AND CASES OF SERIOUS OFFENDING: A SOUTH AFRICAN AND CANADIAN PERSPECTIVE

2017· article· en· W3185509208 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueObiter · 2017
Typearticle
Languageen
FieldSocial Sciences
TopicCriminal Justice and Corrections Analysis
Canadian institutionsnot available
Fundersnot available
KeywordsRetributive justiceAmbiguityCriminal justiceCriminologyRestorative justiceCriminal lawMeaning (existential)SociologyEconomic JusticeJurisprudencePerspective (graphical)ConvictionLawPolitical sciencePsychology

Abstract

fetched live from OpenAlex

The exact meaning, place and role of “restorative justice” (hereinafter “RJ”) in criminal matters remain largely unclear. Often, RJ is reduced to a sentencing option, an alternative to retributive justice and an approach, which cannot co-exist alongside custodial sentences. This oversimplification of the concept of RJ seems to have trickled down to the decisions of courts. Notably, although over the years the use of RJ in criminal matters has grown in its stature and impact, with countries like Canada and South Africa constituting prime examples of the few embracing this system in criminal matters, a critical analysis of the jurisprudence of both countries reveals that its application to criminal matters is shrouded with ambiguity. Most of these courts have reduced RJ to a mere sentencing option, an option that cannot rest comfortably alongside custodial sentences and an alternative to retributive justice. Nowhere is this ambiguity more eminent than in cases of serious offending. Given that custodial sentences are often deemed relevant in cases of serious offending, when RJ is oversimplified, it is often excluded from the overall criminal justice framework, making it impossible for it to co-exist alongside a retributive system of justice. Put differently, the manner in which RJ is being conceptualised is having major implication for its role in the prosecution of cases of serious offending. This article analyses case law that grapples with these issues in Canada and South Africa and on the basis of this analysis, it is argued that for RJ to have a meaningful role, especially in cases of serious offending, it should be perceived as a guiding principle that provides a foundation in the overall criminal justice process rather than a mere sentencing option, an alternative and an approach totally against custodial sentences.

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 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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.104
Threshold uncertainty score0.841

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.043
GPT teacher head0.333
Teacher spread0.291 · 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