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Record W4395031097 · doi:10.29173/alr2733

Freedom of Expression: Values and Harms

2023· article· en· W4395031097 on OpenAlexvenueaboutno aff
Camden Hutchison

Bibliographic record

VenueAlberta Law Review · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicCriminal Law and Evidence
Canadian institutionsnot available
Fundersnot available
KeywordsFreedom of expressionExpression (computer science)Law and economicsLawEconomicsPolitical scienceComputer scienceHuman rights

Abstract

fetched live from OpenAlex

When considering restrictions on socially disfavoured expression, the Supreme Court of Canada has often considered the targeted expression’s “value.” In the seminal cases of Ford v. Quebec and Irwin Toy Ltd. v. Quebec, the Supreme Court articulated the importance of expressive freedom by relating it to three core values: (1) seeking and attaining the truth; (2) participation in democratic institutions; and (3) diversity in forms of individual self- fulfillment. Subsequent cases considering restrictions on expression have evaluated the extent to which the targeted expression advances these values. Ironically, although Ford and Irwin Toy embraced a broad conception of expressive freedom, the Supreme Court has used the values analysis developed in these cases to justify limiting disfavoured expression. As applied to marginalized ideas, the Supreme Court has tailored its balancing test under R. v. Oakes such that expression found to be “distant from the core of free expression values” is granted little protection under the Canadian Charter of Rights and Freedoms. Under this test, legal restrictions on hate speech, obscenity, and other forms of disfavoured expression have been upheld based on the Supreme Court’s low assessment of the value of the underlying expression. This article argues that although certain forms of expression may be validly restricted under the Charter, the Supreme Court’s practice of assessing the value of targeted expression when applying the Oakes test is both politically illegitimate and vulnerable to error. This practice should be abandoned in favour of an alternative application of Oakes that balances (1) the severity of the restriction against (2) the harm of the targeted expression. Under this analysis, the value of the expression is not a factor because all expression is considered equally valuable. This approach adopts a relativistic perspective on the value of free expression and denies the ability of courts to mediate absolute truth. According to this view, the only characteristic of targeted expression that may justify its restriction is its likelihood to cause harm, a question more susceptible to judicial determination than its underlying value. The impetus for my argument is that, as applied, the Supreme Court’s values analysis inevitably imposes political preferences onto Charter interpretation. A more politically- neutral framework would be more consistent with section 2’s unqualified protection of “thought, belief, opinion and expression,” as well as section 1’s concern for “a free and democratic society.”

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)0.024
metaresearch head score (Gemma)0.034
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 score0.046
Threshold uncertainty score0.125

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0240.034
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0150.111
Scholarly communication0.0160.012
Open science0.0030.015
Research integrity0.0100.014
Insufficient payload (model declined to judge)0.0040.001

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 head0.056
GPT teacher head0.364
Teacher spread0.309 · 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
Published2023
Admission routes2
Has abstractyes

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