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Record W7135759841

Theorising Labour Law in a Changing World: Towards Inclusive Labour Law

2019· book· en· W7135759841 on OpenAlexaff
Miriam Kullmann-Klocke, Ania Zbyszewska, Alysia Blackham

Bibliographic record

VenueWU Research · 2019
Typebook
Languageen
FieldSocial Sciences
TopicInternational Labor and Employment Law
Canadian institutionsCarleton University
Fundersnot available
KeywordsLabour lawPoliticsSolidarityTheme (computing)Work (physics)Variety (cybernetics)Critical theoryIndustrial relations
DOInot available

Abstract

fetched live from OpenAlex

This collection brings together perspectives from industrial relations, political economy, political theory, labour history, sociology, gender studies and regulatory theory to build a more inclusive theory of labour law. That is, a theory of labour law that is more inclusive of non-traditional workers (including those in atypical work, or from non-traditional backgrounds); more inclusive of a variety of collective approaches to work regulation that foster solidarity between workers; and more inclusive of interdisciplinary and complex explanations of labour law and its regulatory spaces. The individual chapters speak to this theme of inclusivity in different ways and offer different suggestions for how it might be achieved. They break down the barriers between legal research and other fields, to promote fruitful and integrative conversations across disciplines. In the spirit of inclusivity and intergenerational dialogue, the book blends contributions from early career and emerging scholars with those from leading scholars in the field, featuring critical commentary from senior labour law figures alongside theoretically and empirically informed work.

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)0.004
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: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.012
Threshold uncertainty score0.054

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.003
Science and technology studies0.0050.028
Scholarly communication0.0120.017
Open science0.0020.005
Research integrity0.0030.007
Insufficient payload (model declined to judge)0.0050.001

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 head0.066
GPT teacher head0.441
Teacher spread0.375 · 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
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".

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Citations0
Published2019
Admission routes1
Has abstractyes

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