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Record W4404128434 · doi:10.1163/22134514-bja10076

The Legal Landscape of Freedom of Association in Canada: The Complex Path to Half of a Constitutional Freedom

2024· article· en· W4404128434 on OpenAlexaffabout
Dwight Newman

Bibliographic record

VenueEuropean Journal of Comparative Law and Governance · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicMulticultural Socio-Legal Studies
Canadian institutionsUniversity of Saskatchewan
Fundersnot available
KeywordsFreedom of associationPath (computing)Degrees of freedom (physics and chemistry)Association (psychology)Political scienceLawComputer scienceEpistemologyPhilosophyHuman rightsPhysics

Abstract

fetched live from OpenAlex

Abstract Part of a special issue setting out the shape of freedom of association in jurisdictions around the world, this article analyzes freedom of association in Canada. It argues that freedom of association in Canada has struggled toward being half a freedom. Early union-context case law saw it significantly constrained in judicial interpretation, though that has changed in recent years. Today, those judicial interpretations continue to face possible parliamentary response under distinctive constitutional arrangements in Canada, and they have not yet animated a case law on association outside the union context, though that now has more potential. So, association remains in the position of being a half-freedom, though this landscape could change in the years to come.

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 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)0.000
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 score0.948
Threshold uncertainty score0.727

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
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 head0.030
GPT teacher head0.276
Teacher spread0.246 · 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 teacher head, 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
Published2024
Admission routes2
Has abstractyes

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