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Record W3046552460 · doi:10.29173/alr2603

The Jury is Out: The Controversy About Jury Trials Under the Alberta Securities Act

2020· article· en· W3046552460 on OpenAlexvenueaboutno aff
Robert Stack

Bibliographic record

VenueAlberta Law Review · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicCriminal Law and Evidence
Canadian institutionsnot available
Fundersnot available
KeywordsJuryLawSupreme courtCharterJury trialPolitical scienceSection (typography)EnforcementPrisonBusiness

Abstract

fetched live from OpenAlex

After reviewing the place of securities law enforcement within the Canadian court system, the author traces the Peers and Aitkens decisions from the Provincial Court to the Supreme Court and outlines how these cases dealt with the question of what penalties trigger the right to a jury trial under section 11(f) of the Charter. The author explains how section 11(f) impacts the division of powers by creating a constitutional cap on the prison sentences that are available for violations of provincial law. In light of stiff maximum penalties for violations of securities laws, the Peers and Aitkens decisions raise the question of whether there are constitutional reasons to continue to try regulatory offences by judge alone in provincially appointed courts.

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)0.027
metaresearch head score (Gemma)0.072
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: Commentary · Consensus signal: Commentary
Teacher disagreement score0.082
Threshold uncertainty score0.593

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0270.072
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0040.005
Science and technology studies0.0140.024
Scholarly communication0.0120.003
Open science0.0050.002
Research integrity0.0110.012
Insufficient payload (model declined to judge)0.0040.000

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 head0.106
GPT teacher head0.387
Teacher spread0.280 · 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
GenreCommentary

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
Published2020
Admission routes2
Has abstractyes

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