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Record W2903335816 · doi:10.1177/0309816818815262

The architecture of modern anti-unionism in Canada: Class struggle and the erosion of workers’ collective freedoms

2018· article· en· W2903335816 on OpenAlexaffabout
Charles W. Smith, Andrew Stevens

Bibliographic record

VenueCapital & Class · 2018
Typearticle
Languageen
FieldSocial Sciences
TopicLabor Movements and Unions
Canadian institutionsUniversity of ReginaSt. Thomas University
Fundersnot available
KeywordsCollective bargainingLegislationLegislaturePolitical economyLabour lawState (computer science)CharterPrivate sectorIndustrial relationsLabor relationsPoliticsPolitical sciencePromotion (chess)Law and economicsSociologyEconomicsLaw

Abstract

fetched live from OpenAlex

Over the past four decades, governments have backed away from the promotion of collective bargaining in Canada resulting in a tendency towards anti-unionism. Examining this new reality, this article investigates two interrelated trends in Canadian anti-unionism over the last two decades in an effort to conceptualize the role of the state in regulating labour relations. First, we investigate legislative attempts to undermine or eliminate the ability of workers to collectively bargain and strike. Second, the article unpacks the political economy of anti-unionism in the private sector by focusing on the role of lobby groups that have shaped labour legislation. These two interrelated threads allow us to expose the relationship between employers and governments, which has threatened the strength of organized labour in the private and public sector and shaped a uniquely Canadian anti-unionism. Finally, we conclude by examining both the strengths and limitations of the unique fight-back strategies used by the labour movement, which has sought to elevate aspects of Canadian labour law to be protected by the Charter of Rights and Freedoms. This, we argue, offers restrictive possibilities for advancing collective bargaining rights in the existing labour relations framework.

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)0.002
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.193
Threshold uncertainty score0.936

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.003
Science and technology studies0.0340.033
Scholarly communication0.0110.002
Open science0.0020.005
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0070.000

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 head0.008
GPT teacher head0.231
Teacher spread0.223 · 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 designQualitative
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

Citations6
Published2018
Admission routes2
Has abstractyes

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