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Record W4413803180 · doi:10.29173/mlj1482

Establishing Police Accountability: How Do We Stop Charter Violations from Happening

2025· article· en· W4413803180 on OpenAlexaboutno aff
Lauren Gowler

Bibliographic record

VenueManitoba Law Journal · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicCriminal Law and Evidence
Canadian institutionsnot available
Fundersnot available
KeywordsCharterAccountabilityMisconductPolitical scienceLawWonderPledgePsychology

Abstract

fetched live from OpenAlex

In response to public criticism and protests to defund police, this article seeks to analyze a few of the problems facing Canadian policing today and tackle the question: how do we stop police Charter violations from happening in the first place? This article begins by laying out a number of the general concerns facing policing. First, it shows that the current remedies available under section 24 of the Charter are imperfect tools for tackling larger systemic policing misconduct. This problem is compounded by the fact that police forces lack formal systems to track or follow up on judicial rulings that find their officers have violated Canadians’ Charter rights. This inevitably leads one to wonder whether those officers – who have been found to have violated the Charter – are actually facing the consequences or re-training for their misconduct. In the face of these concerns, this article seeks to make two recommendations that could help improve police accountability and re-establish public trust. First, it suggests that the laws surrounding what the police are legally authorized to do need to be clarified and solidified. This requires the courts to stop expanding the scope of police powers on a case-by-case basis and leave the task to Parliament to work with police and the public to legislate police powers. Second, this article suggests that policing needs to evolve from an occupation into a formal profession by establishing a “College of Policing” in each province and territory. The College would be responsible for protecting the public from police malpractice and misconduct. The College would accomplish this goal by providing education and licensing of officers, ensuring police practices respect Canadian Charter rights, and responding to public complaints and Charter violations.

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, Scholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.701
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0030.000
Scholarly communication0.0020.002
Open science0.0010.000
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 head0.043
GPT teacher head0.328
Teacher spread0.285 · 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 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

Citations0
Published2025
Admission routes1
Has abstractyes

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