MétaCan
Menu
Back to cohort
Record W1810292434 · doi:10.18060/1970

Adaptations of Truth and Reconciliation Commissions in the North American Context: Local Examples of a Global Restorative Justice Intervention

2012· article· en· W1810292434 on OpenAlexaboutno aff
David Androff

Bibliographic record

VenueAdvances in Social Work · 2012
Typearticle
Languageen
FieldSocial Sciences
TopicCambodian History and Society
Canadian institutionsnot available
Fundersnot available
KeywordsRestorative justiceGrassrootsInjusticeIndigenousContext (archaeology)Human rightsCriminologyPovertyPolitical scienceSocial injusticeSociologyLawEconomic JusticeIntervention (counseling)Civil societySocial workPublic administrationPsychologyPoliticsGeography

Abstract

fetched live from OpenAlex

Truth and Reconciliation Commissions (TRCs) are restorative justice mechanisms for addressing human rights violations and injustice at the macro level. Mainly applied in the Global South, they have only recently been adapted within North America. The Greensboro, NC TRC was launched by grassroots and community-based organizations in 2004 to examine the causes and consequences of a 1979 incident of racial violence. The Canadian TRC was established in 2008 to address the legacy of colonial policies of assimilation and the forced schooling of indigenous populations. Through a comparison of these two cases, this paper will investigate how the North American context shapes the nature of the problems that these TRCs address, how they are organized, their relationship to the legal system, the role of civil society, and their relationship to poverty and reparations. Implications for social work, restorative justice and the potential for additional TRCs in North America are 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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.908
Threshold uncertainty score0.182

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0200.012
Scholarly communication0.0020.002
Open science0.0010.006
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0040.000

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 head0.042
GPT teacher head0.360
Teacher spread0.318 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations13
Published2012
Admission routes1
Has abstractyes

Explore more

Same venueAdvances in Social WorkSame topicCambodian History and SocietyFrench-language works237,207