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Record W4396686674 · doi:10.29173/mlj1243

Chapter 6 – Navigating National Security: The Prosecution of the Toronto 18

2021· article· en· W4396686674 on OpenAlexaboutno aff
Croft Michaelson

Bibliographic record

VenueManitoba Law Journal · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicMilitary and Defense Studies
Canadian institutionsnot available
Fundersnot available
KeywordsContext (archaeology)TerrorismPolitical scienceAuthorizationPerspective (graphical)National securityPublic disclosureLawPublic relationsComputer securityEngineeringHistoryComputer science

Abstract

fetched live from OpenAlex

Prosecutions of terrorism cases pose unique challenges because they typically raise complex issues engaging the right of an accused person to disclosure of relevant material and the public interest in protecting national security. This chapter provides the lead prosecutor’s perspective on the Toronto 18 prosecution, some of the disclosure issues that arose in that case, and how similar issues might be handled in the future. Part II provides an overview of the Toronto 18 investigation. Part III reviews the Canadian disclosure regime in the context of terrorism prosecutions, contrasts it with disclosure regimes in the U.K. and the U.S.A., and highlights some problems associated with the current bifurcated approach when the defence seeks to compel disclosure of sensitive information. Part IV discusses how the prosecution in the Toronto 18 approached the disclosure of information in CSIS holdings. Part V concludes with a discussion of how the prosecution managed its disclosure obligations in the context of the Garofoli review of the wiretap authorizations, and how similar issues might be handled in the future given subsequent developments in the law.

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
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.668
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 studies0.0020.000
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 head0.031
GPT teacher head0.305
Teacher spread0.274 · 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 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
Published2021
Admission routes1
Has abstractyes

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