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Record W1824963202

Migrant Smuggling: Canada's Response to a Global Criminal Enterprise: With an Assessment of the Preventing Human Smugglers from Abusing Canada's Immigration System Act (Bill C-4)

2011· article· en· W1824963202 on OpenAlexaffabout
Benjamin Perrin

Bibliographic record

VenueeYLS (Yale Law School) · 2011
Typearticle
Languageen
FieldSocial Sciences
TopicEuropean Criminal Justice and Data Protection
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsParliamentImmigrationLegislaturePolitical scienceTerrorismLawForeign nationalImmigration detentionOrganised crimeLegislative historyJurisprudenceOrder (exchange)Immigration lawSupreme courtCriminologyBusinessPoliticsSociology
DOInot available

Abstract

fetched live from OpenAlex

Migrant smuggling is a dangerous, sometimes deadly, criminal activity which cannot be rationalized, justified, or excused. From both a supply and demand side, failing to respond effectively to migrant smuggling and deter it will risk emboldening those who engage in this illicit enterprise, which generates proceeds for organized crime and criminal networks, funds terrorism and facilitates clandestine terrorist travel; endangers the lives and safety of smuggled migrants, undermines border security, with consequences for the Canada/U.S. border, and undermines the integrity and fairness of Canada’s mmigration system. Introduced in Parliament in June, 2011, the Preventing Human Smugglers from Abusing Canada’s Immigration System Act (Bill C-4) includes amendments to the Immigration and Refugee Protection Act (IRPA) that would: 1. Enhance the existing offence of migrant smuggling, in terms of the elements of the offence, the penalties available, and recognized aggravating factors; 2. Modify the general provisions of the IRPA to provide for detention of foreign nationals on arrival in Canada on grounds of serious criminality, criminality, or organized criminality; and 3. Create a separate legislative scheme for groups of smuggled migrants who arrive in Canada that relates to detention, release, and timing to apply for various forms of immigration status. This paper supports Bill C-4, but with two necessary amendments, namely: 1. Initial review of detention of designated foreign nationals should take place within 48 hours of detention, with further reviews every three or six months thereafter, in order to comply with binding Supreme Court of Canada jurisprudence; and 2. An exemption for designated foreign nationals who are minors (persons under 18 years of age) from the detention provisions of Bill C-4, which would instead subject them to the general rules related to detention of foreign nationals who are minors. These changes would provide Bill C-4 with a more balanced response to migrant smuggling. Bill C-4 is just part of the overall action being taken by the Government of Canada to address migrant smuggling. A comprehensive approach to addressing migrant smuggling ultimately requires three primary strategies pursued together at the national and international levels: 1. National jurisdictions must take greater action to discourage illegal migration and disrupt migrant smuggling operations through legislation like Bill C-4 and through international cooperation; 2. National jurisdictions must establish more efficient refugee-determination processes and expedient procedures to remove failed claimants; and, 3. As part of the solution, the international community should continue to develop a proactive response to the global refugee situation.

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)0.002
metaresearch head score (Gemma)0.006
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: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.942
Threshold uncertainty score0.423

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.006
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0180.004
Scholarly communication0.0060.001
Open science0.0030.003
Research integrity0.0080.006
Insufficient payload (model declined to judge)0.0050.001

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 head0.028
GPT teacher head0.293
Teacher spread0.265 · 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

Citations1
Published2011
Admission routes2
Has abstractyes

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