MétaCan
Menu
Back to cohort
Record W2578877074

Freedom of Expression, Discrimination, and the Internet: Legislative Responses and Judicial Reactions

2015· article· en· W2578877074 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueeYLS (Yale Law School) · 2015
Typearticle
Languageen
FieldSocial Sciences
TopicFreedom of Expression and Defamation
Canadian institutionsnot available
Fundersnot available
KeywordsFreedom of expressionLegislatureThe InternetExpression (computer science)Political scienceLawLaw and economicsInternet privacyBusinessComputer scienceSociologyWorld Wide WebHuman rightsProgramming language
DOInot available

Abstract

fetched live from OpenAlex

In Part I of this article, I argue that cyber racism is inextricably linked with systemic discrimination. The definition of systemic discrimination relied on was first provided by Judge Abella in the Report of the Royal Commission on Equality in Employment (Abella Report), which states that systemic discrimination points to practices or attitudes that can result in inequality of opportunity for individuals or groups. The Supreme Court of Canada has since adopted this definition, and in some instances, has acknowledged that systemic problems require systemic remedies. The purpose of this discussion is to demonstrate how situating cyber racism within the context of systemic discrimination illuminates the sources of the problem, the appropriate responses, and the multiple stakeholders who have a role to play in curbing cyber racism.\nFollowing the contextualization of the problem, Part II will discuss cyber racism alongside the phenomenon of the Internet more specifically. In this part, I argue that cyber racism is not a new problem, but simply a new form of a well- known social ill. While the nature and location of racist speech may have changed due to advancements in digital media and the omnipresence of technology, the forces that work to perpetuate racist or discriminatory acts remain deeply embedded in society. For this reason, we must avoid demonizing the Internet, and direct our energy towards users of the Internet instead.\nPart III of this article will provide an overview of the legal framework related to racist speech in Canada, including human rights legislation and free speech jurisprudence. Here, I will introduce the relatively recent legislative change to the Canadian Human Rights Act (the CHRA), i.e. the repeal of section 13. I use the discourse and debates surrounding the repeal of section 13 of the CHRA to highlight the tension between freedom of expression interests and the need to protect vulnerable groups from hate speech. Secondly, Part III will introduce constitutional conflicts raising section 2(b) claims in order to demonstrate how Canadian courts have responded to this tension.\nI will explore five cases dealing with freedom of expression, beginning with Canada (Human Rights Commission) v. Taylor, which provided a definition of hate speech in 1990 that was adopted in later decisions. Next I will discuss R. v. Keegstra which, though it was a case in the criminal context, is a key decision because the Supreme Court of Canada reaffirmed that hate speech is by its very nature degrading, of low value, and does not advance any of the goals of freedom of expression. This discussion is followed by an analysis of Citron v. Zundel, where the Canadian Human Rights Tribunal dealt with online communications. Lastly, two recent decisions, Whatcott v. Saskatchewan Human Rights Tribunal and Canada (Human Rights Commission) v. Warman reaffirm the constitutionality of section 13 of the CHRA. Specifically, in Whatcott, the Court emphasized that because hate speech has a ‘‘tendency to silence the voice of its target group,” it can ‘‘distort or limit the robust and free exchange of ideas,” and is therefore detrimental to the very values forming the basis of our fundamental freedoms. To conclude this section, I will discuss the serious implications of repealing section 13. Because the government has prioritized individual freedoms over robust collective protections, it has created a legislative void in relation to discrimination claims.\nIn Part IV, I propose a specific constitutional amendment. While I appreciate the slow pace of legal reform, I posit that it is imperative that Canada creates progressive laws that can better protect society from discriminatory speech. To this end, the Canadian government and ultimately Parliament can gain inspiration from other jurisdictions. This discussion is followed by a broader theoretical analysis of the framework within which claims of human rights violations are assessed. I argue that the adversarial structure relied on by courts and human rights tribunals is an inappropriate method to adjudicate claims of discrimination. While structural reform of adjudicative bodies is beyond the scope of this article, Part IV invites readers to reflect on whether the adversarial framework can effectively protect victims of discrimination.\nFinally, the article will conclude with a focus on legal and policy recommendations. Part V will return to the discussion of systemic problems and systemic remedies introduced in Part I. In this section, I gain inspiration from pedagogical experts who explain that online manifestations of racism can be directly connected to how young people learn and interact in the school environment. The institutional culture of schools can inadvertently serve to perpetuate prejudices and stereotypes; this institutional culture includes the school’s values, norms, assumptions, and habits. For this reason, educators, administrators, and policy-makers must look beyond curricula when confronting racism in schools. I explore the incorporation of a literacy program which includes teaching both legal literacy and digital media literacy, and which has the goal of empowering young people to navigate the Internet in a safe and positive way.

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.

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)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.707
Threshold uncertainty score0.991

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.001
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 head0.037
GPT teacher head0.307
Teacher spread0.270 · 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