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Record W4379385036 · doi:10.30709/eucrim-2023-009

Non-Conviction Based Forfeiture in Canada: The Example of Three Outlaw Motorcycle Gang Clubhouses

2023· article· en· W4379385036 on OpenAlexaboutno aff
Jeffrey Simser

Bibliographic record

Venueeucrim – The European Criminal Law Associations Forum · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicCrime Patterns and Interventions
Canadian institutionsnot available
Fundersnot available
KeywordsConvictionCriminologyLawPolitical scienceComputer securityPsychologyComputer science

Abstract

fetched live from OpenAlex

A 2023 non-conviction based (NCB) forfeiture order was recently issued against three clubhouses in Canada. Each served as the chapter headquarters for an outlaw motorcycle gang. Clubhouses form the base of operations for their organized criminal activities. The protracted litigation started in 2007, and a Canadian appellate court found in February 2023 that the clubhouses were forfeitable as instruments, as they supported the organized criminal activities of outlaw motorcycle gangs. The court overturned a trial ruling that part of the NCB law was unconstitutional. The court also held that each clubhouse served as a “safe house” for the respective gang, namely as a place where business could be conducted away from the prying eyes of the police. The clubhouses were also intelligence hubs, where members could discuss their criminal business, their rivals, and the techniques used by police to interdict them. Lastly, the court found that each clubhouse operated as a “planted flag” marking the territorial jurisdiction of the outlaw motorcycle gang, announcing to both customers and rivals that this was its territory. Leave to appeal this ruling from Canada’s highest court was denied, so this final judgment will have an important impact on organized crime cases moving forward, giving law enforcement an NCB option to apply. This article summarizes the cases and examines the type of evidence used in court to tackle organized crime. It concludes with the analysis of a similar case in New Zealand.

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)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.075
Threshold uncertainty score0.547

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0020.003
Science and technology studies0.0390.004
Scholarly communication0.0050.001
Open science0.0030.004
Research integrity0.0040.006
Insufficient payload (model declined to judge)0.0070.000

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 head0.061
GPT teacher head0.295
Teacher spread0.234 · 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 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
Published2023
Admission routes1
Has abstractyes

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