MétaCan
Menu
Back to cohort
Record W4319986814 · doi:10.5553/tijrj.000146

Indigenous justice and restorative justice: exploring perceptions of convergence and divergence in British Columbia and Saskatchewan

2023· article· en· W4319986814 on OpenAlexaboutno aff
Muhammad Asadullah, Alana Abramson, Xilonen Hanson Pastran, Jori Fulks

Bibliographic record

VenueThe International Journal of Restorative Justice · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsnot available
Fundersnot available
KeywordsIndigenousRestorative justiceDivergence (linguistics)Economic JusticeConvergence (economics)PerceptionCriminologySociologyGeographyPolitical sciencePsychologyLawEcologyEconomic growthPhilosophy

Abstract

fetched live from OpenAlex

Indigenous justice and restorative justice: exploring perceptions of convergence and divergence in British Columbia and Saskatchewan There is a plethora of literature conflating the terms Indigenous justice and restorative justice. This collaborative action research project examined the relationship between Indigenous justice and restorative justice in British Columbia (BC) and Saskatchewan (SK), Canada. This qualitative study employed a decolonising research method. As a result, the research was overseen by a community advisory committee, composed of justice stakeholders and knowledge keepers in BC and SK. Data were collected through 26 key-informant interviews (seventeen from BC and nine from SK) and 33 focus group discussions in eight communities in BC and SK. Our findings included the definitions of restorative justice and Indigenous justice and points of convergence and divergence. This study unearthed a wide range of distinctions between Indigenous justice and restorative justice. According to some participants, ‘there’s absolutely no similarities’ between restorative justice and Indigenous justice, whereas to others restorative justice and Indigenous justice are like the ‘difference between chocolate and vanilla ice cream’. This study demonstrates the importance of dialogue between justice stakeholders and Indigenous Elders, knowledge keepers and communities to reveal the unique and important distinctions between Indigenous justice and restorative justice. This study ends with a discussion on limitations and areas for future research.

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.692
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.001
Scholarly communication0.0000.001
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 head0.040
GPT teacher head0.334
Teacher spread0.294 · 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 designQualitative
Domainnot available
GenreEmpirical

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

Citations5
Published2023
Admission routes1
Has abstractyes

Explore more

Same venueThe International Journal of Restorative JusticeSame topicIndigenous Health, Education, and RightsFrench-language works237,207