MétaCan
Menu
Back to cohort
Record W4403371988 · doi:10.1111/bjir.12857

A Tale of Two Centuries? Expanding Constitutional Labour Rights in Canada and Their Impact on Legislation, Conflict and Wages

2024· article· en· W4403371988 on OpenAlexafffundabout
Bradley R. Weinberg

Bibliographic record

VenueBritish Journal of Industrial Relations · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicLabor Movements and Unions
Canadian institutionsQueen's University
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsLegislationPolitical scienceLabour lawEmployment protection legislationEconomicsLabour economicsLawEconomic growthUnemployment

Abstract

fetched live from OpenAlex

ABSTRACT Using collective agreement and strike data from the Canadian Federal and provincial jurisdictions for the years 1978–2019, this study examines the effect that various legislative regimes that govern public‐sector bargaining disputes have on the incidence, duration and cost of conflict. This study seeks to replicate and improve previous estimates related to this topic but also extends the analysis to examine changes to the legal environment in Canada in which labour rights have been increasingly enshrined in constitutional law through the Canadian Charter of Rights and Freedoms . This study finds, in contrast to previous studies, that the legislative regime impacts the way agreements are settled when disputes occur but not the likelihood of a directly negotiated agreement prior to impasse. It also highlights some differences in contract and wage settlements prior to and after the constitutionalization of labour rights in Canada.

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)0.013
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.071
Threshold uncertainty score0.513

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.013
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.004
Science and technology studies0.0070.006
Scholarly communication0.0050.001
Open science0.0010.002
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0050.000

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 head0.025
GPT teacher head0.297
Teacher spread0.273 · 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 designObservational
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 routes3
Has abstractyes

Explore more

Same venueBritish Journal of Industrial RelationsSame topicLabor Movements and UnionsFrench-language works237,207