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Record W2258502979

Our Evolving Judicature: Security Certificates, Detention Review, and the Federal Court

2006· article· en· W2258502979 on OpenAlexaffabout
Benjamin L. Berger

Bibliographic record

VenueSSRN Electronic Journal · 2006
Typearticle
Languageen
FieldSocial Sciences
TopicCriminal Law and Evidence
Canadian institutionsYork University
Fundersnot available
KeywordsLawPolitical scienceConstitutionalityCivil libertiesImmigration detentionTerrorismNational securitySupreme courtImmigrationPolitics
DOInot available

Abstract

fetched live from OpenAlex

Two issues have been particularly prominent in the contemporary scholarly discussion about civil liberties in Canada: the ever-present debate about the legitimacy of judicial review, with its current "dialogue theory" inflection, and the wisdom and constitutionality of national security measures introduced or made more prominent in light of the current concern with terrorism. In this article, the author draws together these concerns around civil liberties and judicature in an examination of the detention review powers of the Federal Court within the contentious security certificate procedure in the Immigration and Refugee Protection Act. Contrary to conventional wisdom, the author concludes that the Federal Court has the power to review the automatic detention of foreign nationals pursuant to security certificates. Most commentators and our courts have misassessed the powers of the Federal Court and this misdiagnosis is attributable, in part, to a myopic view of judicature that has failed to recognize certain profound shifts in the structure of Canadian judicature.

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)0.043
metaresearch head score (Gemma)0.085
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: none
Teacher disagreement score0.757
Threshold uncertainty score0.987

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0430.085
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0050.005
Science and technology studies0.0310.094
Scholarly communication0.0350.014
Open science0.0060.006
Research integrity0.0270.028
Insufficient payload (model declined to judge)0.0030.000

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 head0.014
GPT teacher head0.293
Teacher spread0.279 · 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
Published2006
Admission routes2
Has abstractyes

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