MétaCan
Menu
Back to cohort
Record W2017236535 · doi:10.5206/tjr.2012.1.1.2

Closing Impunity Gaps

2013· article· en· W2017236535 on OpenAlexvenueno aff
Amy Ross, Chandra Lekha Sriram

Bibliographic record

VenueTransitional justice review · 2013
Typearticle
Languageen
FieldSocial Sciences
TopicCambodian History and Society
Canadian institutionsnot available
FundersEconomic and Social Research Council
KeywordsImpunityClosing (real estate)Transitional justicePolitical scienceEconomic JusticeCriminologyLaw and economicsSociologyLawHuman rights

Abstract

fetched live from OpenAlex

Violence and human rights violations in putatively internal armed conflicts often involve significant cross-border dimensions. Yet the transitional justice mechanisms that respond to past atrocities have generally been undertaken in national or international institutions and focus primarily on offenses within a single state and primarily by national actors of that state. Despite the proliferation of transitional justice mechanisms, they have generally not been designed or utilized to address transboundary or regionalized abuses. The result has been significant inconsistencies in practice, with some crimes addressed and others ignored, creating zones of impunity. In this article, we explore the relative absence of regional transitional justice mechanisms, and consider how regional approaches have been used to promote conflict resolution and might be used to shape accountability processes as well. Drawing on the experiences of Central America and the Democratic Republic of Congo, we argue that the potential for regional approaches is as yet untested but merits closer consideration.

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)0.007
metaresearch head score (Gemma)0.009
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: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.014
Threshold uncertainty score0.048

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0040.010
Scholarly communication0.0060.010
Open science0.0020.009
Research integrity0.0050.004
Insufficient payload (model declined to judge)0.0140.001

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 head0.031
GPT teacher head0.328
Teacher spread0.297 · 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

Citations6
Published2013
Admission routes1
Has abstractyes

Explore more

Same venueTransitional justice reviewSame topicCambodian History and SocietyFrench-language works237,207