MétaCan
Menu
Back to cohort
Record W4410221654 · doi:10.25071/2817-5344/95

Inconsistent Justice

2025· article· en· W4410221654 on OpenAlexaff
Saahil Gill

Bibliographic record

VenueCanadian Journal for the Academic Mind · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicPolitical Philosophy and Ethics
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsEconomic JusticePolitical sciencePsychologySociologyLaw

Abstract

fetched live from OpenAlex

This paper critically examines landmark precedents set by the International Criminal Tribunals for Rwanda (ICTR) and the former Yugoslavia (ICTY) in prosecuting sexual violence as a means of genocide. Under statutory international humanitarian law, sexual violence is not explicitly listed as a means of genocide, leaving the chambers of these aforementioned tribunals to interpret various legal instruments in order to prosecute the perpetrators of sexual violence during the armed conflicts. In this context, the ICTR set a groundbreaking precedent in the Akayesu case by recognizing sexual violence as a means of committing genocide, thereby elevating the status of these sexual crimes to one of the gravest violations under international law. By contrast, the ICTY was notably reluctant to rule sexual violence and rape as a charge of genocide, electing instead to prosecute it solely as a crime against humanity. By analyzing key cases such as Akayesu at the ICTR and Kunarac et al. and Kristic at the ICTY, this paper argues that the latter’s reluctance to recognize sexual violence as a genocidal act has influenced the International Criminal Court’s (ICC) limited application of genocide charges in contemporary cases involving sexual violence. Consequently, victims of gender-based violence during armed conflict continue to face challenges in securing proper justice and accountability. As such, this analysis highlights the need for a re-evaluation of both the existing statutory and judicial understanding of genocide under international law to reflect the ICTR’s broader recognition of the relationship between gender-based sexual violence, armed conflict, and genocidal intent.

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)0.006
metaresearch head score (Gemma)0.017
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.148
Threshold uncertainty score0.496

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.017
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0090.007
Scholarly communication0.0120.008
Open science0.0030.009
Research integrity0.0070.008
Insufficient payload (model declined to judge)0.1480.052

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 head0.111
GPT teacher head0.402
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

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 designTheoretical or conceptual
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

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueCanadian Journal for the Academic MindSame topicPolitical Philosophy and EthicsFrench-language works237,207