MétaCan
Menu
Back to cohort
Record W4411080002 · doi:10.63315/cjnsoa.v42i1.2906

AFTER THE INJUNCTION: THE ROLE OF THE COURTS IN POLICING INDIGENOUS RESISTANCE IN B.C.

2025· article· en· W4411080002 on OpenAlexaffvenueabout
Minh Do, Kate Puddister

Bibliographic record

VenueCanadian journal of native studies · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicLaw, Rights, and Freedoms
Canadian institutionsUniversity of Guelph
Fundersnot available
KeywordsIndigenousResistance (ecology)Political scienceCriminologyLawSociologyBiologyEcology

Abstract

fetched live from OpenAlex

Indigenous land defenders challenging major projects on traditional territory remains an enduring feature of Canadian politics. These projects can be protected by court-issued injunctions that can authorize the state to dispel land defenders. Although there is a growing body of scholarship that shows how injunctions are typically granted to favour businesses and the state (Pasternak and Ceric, 2023), the sentencing of individuals who violate injunctions is underexplored. We analyze the sentencing decisions of Indigenous individuals who violated injunctions protecting three major projects in B.C.: the Coastal GasLink pipeline, logging at the Fairy Creek watershed, and the Trans Mountain pipeline expansion. We find that in the total eight sentencing decisions across these projects, the court typically does not accept the defendants’ arguments that commitment to Indigenous laws that protect traditional territory are relevant background factors that should mitigate against incarceration. Thus, Gladue principles are considered during sentencing, but our analysis suggests that Gladue does not live up to its promise of requiring courts to appreciate Indigenous laws, culture, and heritage.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.911
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.005
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.013
GPT teacher head0.284
Teacher spread0.272 · 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 teacher head, not a consensus.

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
Published2025
Admission routes3
Has abstractyes

Explore more

Same venueCanadian journal of native studiesSame topicLaw, Rights, and FreedomsFrench-language works237,207