MétaCan
Menu
Back to cohort
Record W3130544707 · doi:10.60082/2817-5069.3586

Towards an Account of Linguistic Equality

2021· article· en· W3130544707 on OpenAlexvenueaboutno aff
Érik Labelle Eastaugh

Bibliographic record

VenueOsgoode Hall law journal · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicMulticultural Socio-Legal Studies
Canadian institutionsnot available
Fundersnot available
KeywordsCharterIndigenousEconomic JusticeSet (abstract data type)SociologyLawLaw and economicsPolitical scienceSection (typography)LinguisticsPhilosophyComputer science

Abstract

fetched live from OpenAlex

The Canadian Charter of Rights and Freedoms contains not one but two kinds of equality rights—general equality rights, set out in section 15, and linguistic equality rights, set out in sections 16 to 23—but the relationship between them is not well understood. Do official language rights rest on a distinct set of values, or do they simply instantiate the same general principle expressed in section 15? If the former, what are these values, and how do they relate to other principles of constitutional justice? The matter is further complicated by the need to account for the special constitutional status of Indigenous peoples, who also claim a form of equality. If we are to do justice to all concerned, we need to determine if and how these different claims to equality can and should fit together. However, this requires that we have a clear account of their underlying principles, and our understanding of linguistic equality in this respect lags far behind. While the concept of general equality and the status of Indigenous peoples have both received sustained theoretical attention, linguistic equality has not, leaving a number of fundamental questions—namely its basic analytical structure and its moral foundations—unresolved. The purpose of this article is to lay the groundwork for a theoretical account of linguistic equality, one that situates this concept within a broader framework of constitutional values that includes general equality rights and the rights of Indigenous peoples.

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)0.003
metaresearch head score (Gemma)0.003
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 score0.406
Threshold uncertainty score0.807

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0130.043
Scholarly communication0.0090.009
Open science0.0020.005
Research integrity0.0030.006
Insufficient payload (model declined to judge)0.0060.000

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 head0.071
GPT teacher head0.374
Teacher spread0.303 · 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

Citations1
Published2021
Admission routes2
Has abstractyes

Explore more

Same venueOsgoode Hall law journalSame topicMulticultural Socio-Legal StudiesFrench-language works237,207