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Record W7052013999

Reimagining sexual assault law in Canada: a feminist, trauma-informed approach to restorative justice

2021· dissertation· en· W7052013999 on OpenAlexaboutno aff

Bibliographic record

VenueUVic’s Research and Learning Repository (University of Victoria) · 2021
Typedissertation
Languageen
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsnot available
Fundersnot available
KeywordsCriminal justiceRestorative justiceEconomic JusticeVictimologyHarmTheory of criminal justiceSexual assault
DOInot available

Abstract

fetched live from OpenAlex

Every person should have the right to live their life free of violence. However, women and girls in Canada experience sexual assault at disproportionate rates. Systemic violence against them remains commonplace. The crime of sexual assault is gendered, underreported and born disproportionately by communities who face multiple barriers to justice, such as Black, Indigenous and immigrant women, women of colour and women with disabilities. Race, ethnicity, Indigeneity, gender, social location, sexual identity, geography, age and ability, for example, are aspects of one’s identity that prevent many groups of people from accessing justice through the criminal justice system. The criminal justice system also perpetuates systemic barriers to justice and most often will further the trauma, harm and inequities among those who engage with it. For all their dimensions and their impacts on peoples lives, sexual assault cases deserve to be treated with care not only throughout the criminal justice system but beyond it. However, myths and stereotypes about women and sexual assault still play a substantive role in the criminal justice system in Canada, despite years of substantive repeals and change. Decades of law reforms did not make a real difference in how victim-survivors of sexual assault experience the criminal justice system. The criminal justice system fails and has been historically failing victim-survivors of sexual assault. Further, a justice response for victim-survivors of sexual assault does not align with carceral punitivism. Rethinking appropriate responses to sexual assault cases and alternatives to the criminal justice system has become a necessity. The appropriateness of restorative justice in cases of gendered violence, including sexual assault, is controversial. The critiques of using restorative justice in the context of sexual assault in Canada are substantial, especially from the perspective of some feminists and Indigenous-focused scholars. Through feminist and trauma-informed lenses, that are intersectional, decolonial and anti-carceral at their roots, a restorative justice theory and practice for sexual assault cases is possible and can eliminate and/or mitigate the risks associated with restorative justice processes in cases of gendered violence. A reimagined restorative justice provides a viable and transformative path to justice for those who choose this approach to justice and offers a degree of hope, particularly for victim-survivors who face multiple and intersecting barriers to justice.

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)0.007
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: none
Teacher disagreement score0.176
Threshold uncertainty score0.956

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.007
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.003
Science and technology studies0.0590.037
Scholarly communication0.0150.005
Open science0.0050.012
Research integrity0.0070.015
Insufficient payload (model declined to judge)0.0120.001

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 head0.026
GPT teacher head0.281
Teacher spread0.256 · 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

Citations0
Published2021
Admission routes1
Has abstractyes

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