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Record W7071226867

Resetting the Foundations: Renewing Freedom of Expression under Section s.2(b) of the Charter

2022· article· en· W7071226867 on OpenAlexaboutno aff

Bibliographic record

VenueeYLS (Yale Law School) · 2022
Typearticle
Languageen
FieldMaterials Science
TopicClay minerals and soil interactions
Canadian institutionsnot available
Fundersnot available
KeywordsCharterJurisprudencePower (physics)LegislatureSection (typography)Expression (computer science)Process (computing)Fundamental rights
DOInot available

Abstract

fetched live from OpenAlex

The 40th anniversary of the Canadian Charter of Rights and Freedoms on April 17, 2022 is a time for reckoning, and an opportunity to ready s.2’s fundamental freedoms for the future. In particular, this article offers a moment of pause to invest in s.2(b)’s guarantee of expressive freedom and its renewal. The discussion begins by addressing s.2(b)’s “fault lines”, which are embedded in the jurisprudence at both stages of the analysis – breach as well as justification. What then follows is a proposal for renewal that begins, under s.2(b), with a theory or principle of freedom and a revised approach to the question of breach. Specifically, the proposal eliminates Irwin Toy’s purpose-effects test and replaces it with s.2(a)’s standard of infringement, from Syndicat Northwest v. Amselem. To complete s.2(b)’s renewal it is necessary, under s.1, to eliminate the contextual approach and re-invigorate the Oakes test. Taking these steps and engaging this process of renewal can place s.2(b) on principled foundations and constrain the power of legislatures and regulators to infringe the Charter’s guarantee of expressive freedom.

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)0.009
metaresearch head score (Gemma)0.009
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.490
Threshold uncertainty score0.987

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0090.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0130.032
Scholarly communication0.0110.005
Open science0.0020.005
Research integrity0.0080.008
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 head0.027
GPT teacher head0.278
Teacher spread0.250 · 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 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
Published2022
Admission routes1
Has abstractyes

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