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Record W4403745100 · doi:10.1080/14623528.2024.2411879

Perpetrators as Victims? Inclusivity and Proximity in Post-Genocide Cambodia and Rwanda

2024· article· en· W4403745100 on OpenAlexfundno aff
Timothy Williams, Erin Jessee

Bibliographic record

VenueJournal of Genocide Research · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicCambodian History and Society
Canadian institutionsnot available
FundersSocial Sciences and Humanities Research Council of CanadaBritish Academy
KeywordsGenocideCriminologyHuman factors and ergonomicsPoison controlPsychologySuicide preventionComputer securityMedical emergencyPolitical scienceMedicineComputer scienceLaw

Abstract

fetched live from OpenAlex

In post-genocide Cambodia and Rwanda, low-level perpetrators often identify as victims of the genocidal regimes alongside those they tortured and killed. However, state and societal responses to these claims appear to have varied dramatically. In Cambodia, the government and civil society organizations seem to view former Khmer Rouge cadres’ claims to victim status as socially acceptable and politically useful, while in Rwanda, the government and civil society organizations have firmly rejected perpetrators’ efforts to claim space as victims. What accounts for these different societal responses in Cambodia and Rwanda? At present, there is ample literature on how authoritarian government actors in both contexts have shaped their nation’s post-genocide transitional justice responses to prevent future bloodshed, while simultaneously reinforcing their regimes’ sometimes tenuous political legitimacy. However, this article offers complementary insights by exploring two otherwise under-researched factors that we argue further inform these polar-opposite reactions to perpetrators’ claims to victim status: (1). post-genocide governments’ offers of inclusivity in defining who is part of each nation’s ideal post-genocide ingroup; and (2). the social proximity of perpetrators and their victims during and after the genocides. Our focus on inclusivity and social proximity related to the Cambodian and Rwandan genocide advances scholarly understandings of the various factors that shape government and social responses to perpetration in the aftermath of genocide internationally.

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)0.002
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.014
Threshold uncertainty score0.027

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0060.006
Scholarly communication0.0040.005
Open science0.0010.007
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0070.000

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 head0.038
GPT teacher head0.409
Teacher spread0.371 · 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 designNot applicable
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

Citations1
Published2024
Admission routes1
Has abstractyes

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Same venueJournal of Genocide ResearchSame topicCambodian History and SocietyFrench-language works237,207