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Record W4387975103 · doi:10.60082/2817-5069.3923

Policing in the Shadow of Legality: Pretext, Leveraging, and Investigation Cascades

2023· article· en· W4387975103 on OpenAlexaffvenue
Terry Skolnik

Bibliographic record

VenueOsgoode Hall law journal · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicPolicing Practices and Perceptions
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsPretextPrinciple of legalityLaw enforcementEnforcementDiscretionShadow (psychology)Political scienceLawDeterrence theoryComputer securityCriminologyLaw and economicsBusinessPsychologySociologyComputer sciencePolitics

Abstract

fetched live from OpenAlex

Police officers often exercise their authority at the boundary of legality. Two of policing’s features contribute to this tendency: first, the scope of certain police powers is unclear; second, officers enjoy broad discretion to initiate proactive police encounters. This article argues that these interrelated features of policing result in three law enforcement phenomena: pretext, leveraging, and investigation cascades. Pretext denotes that police officers invoke lawful justifications to pursue unlawful aims. Leveraging implies that officers exploit individuals’ psychological vulnerabilities to secure compliance or to receive consent to engage in more intrusive investigatory tactics. Investigation cascades occur when officers gather information through police powers with low burdens of proof to exercise more invasive investigation tactics with stricter burdens of proof. This article demonstrates how criminal procedure fails to adequately protect individuals against pretext, leveraging, and investigation cascades. It concludes with a set of concrete proposals to address these three law enforcement phenomena.

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.520
Threshold uncertainty score0.586

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
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 head0.104
GPT teacher head0.376
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.

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
Published2023
Admission routes2
Has abstractyes

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