MétaCan
Menu
← Back to cohort
Record W4301222628 · doi:10.46692/9781447334927.017

Policy analysis and advocacy in the Canadian labour movement: when the force of argument is not enough

2018· other· en· W4301222628 on OpenAlexaboutno aff
Bryan Evans, Stephanie Ross

Bibliographic record

Venuenot available
Typeother
Languageen
FieldSocial Sciences
TopicLabor Movements and Unions
Canadian institutionsnot available
Fundersnot available
KeywordsArgument (complex analysis)Movement (music)Political scienceLaw and economicsPolitical economySociologyMedicineAestheticsArt

Abstract

fetched live from OpenAlex

Introduction Any reflection on the contribution of unions and the broader labour movement to the public policy process must be situated within the wider context of the shifting power relations between labour and capital over the past 40 years. Unions’ efforts to represent the working class both in the workplace and the corridors of the state ultimately rest on their capacity to mobilize workers as a political force whose presence can be felt in the streets, at the ballot box, and, of course, within the policy apparatus of the state. Significant reforms and innovations in public policy affecting unions and workers have occurred “during periods of economic and social difficulty, when established thinking has been challenged and policy-makers have been forced to develop new practical measures” (Heyes & Rychly, 2013, p. 3). Recall that the International Labour Organization (ILO)’s founding in 1919 was in response to the social unrest in the years following the end of World War I, including the 1917 Russian Revolution and the perceived threat of socialist contagion. Soon, labour departments and ministries began to appear as integral components of the state's administrative apparatus to manage and dull the sharper edges of class-based conflicts. The point is that the public policies designed to address issues of concern to unions and workers are always and fundamentally concerned with managing the inherent tensions characterizing the relationship between labour, capital and the state. The chapter dealing with the labour movement and policy analysis appearing in the previous edition of this book was aptly entitled “Policy Analysis by the Labour Movement in a Hostile Environment” (Jackson & Baldwin, 2007). In the intervening ten years, the environment has remained hostile to labour as a global financial/economic crisis emerged and threatened to send the world into another great depression. The tepid recovery from that crisis has not restored a social democratic, Keynesian political and policy paradigm. If anything, the policy environment for labour has grown more adverse. Here we suggest the declining voice of labour within the state is directly related to unions’ limited capacities to mobilize their members and workers in general and is a function of the extent to which the state's policy apparatus is now structured to limit alternative (namely non-neoliberal) policy perspectives from gaining a hearing.

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)0.033
metaresearch head score (Gemma)0.061
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.618
Threshold uncertainty score0.717

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0330.061
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0080.011
Science and technology studies0.0470.073
Scholarly communication0.0370.013
Open science0.0060.009
Research integrity0.0190.018
Insufficient payload (model declined to judge)0.0110.001

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 head0.013
GPT teacher head0.290
Teacher spread0.277 · 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 designNot applicable
Domainnot available
GenreOther

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
Published2018
Admission routes1
Has abstractyes

Explore more

Same topicLabor Movements and Unions→French-language works237,207→