MétaCan
Menu
Back to cohort
Record W4399211405 · doi:10.15173/glj.v15i2.5825

Book Review Symposium 2

2024· article· en· W4399211405 on OpenAlexvenueno aff
Alex Mohubetswane Mashilo

Bibliographic record

VenueGlobal Labour Journal · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicLabor Movements and Unions
Canadian institutionsnot available
Fundersnot available
KeywordsEnvironmental ethicsPhilosophy

Abstract

fetched live from OpenAlex

Professor Edward Webster, affectionately known as Eddie, breathed his last on 5 March 2024, twenty-four days before his eighty-second birthday. Eddie was healthy and had just participated in a run. The shocking untimely death has left a profound void. His impactful research work, integrating a consistent focus on work and labour, spanned decades, dating back to the early 1970s. Eddie went beyond just researching and publishing – activities in which he engaged extensively. He was an engaged intellectual, actively involved in the emancipatory working-class movement to change the world he researched. Writing with Lynford Dor, Webster defends the power resources approach which identifies the sources of workers' power and includes a focus on workers' resistance to exploitation in pursuit of their interests. Webster successfully challenges the “end of labour thesis” using evidence-based sectoral case studies from a selection of global South countries. He brought together contributions by other scholars in the edited book. The “end of labour thesis” can also be challenged from the standpoint of the labour theory of value. However, this is not part of the authors’ chosen approach, which suffices on its own merits.

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)0.001
metaresearch head score (Gemma)0.009
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: Not applicable
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.264
Threshold uncertainty score0.882

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.009
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.004
Science and technology studies0.0010.001
Scholarly communication0.0060.003
Open science0.0020.002
Research integrity0.0040.004
Insufficient payload (model declined to judge)0.2640.158

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 head0.315
Teacher spread0.307 · 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
GenreReview

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 routes1
Has abstractyes

Explore more

Same venueGlobal Labour JournalSame topicLabor Movements and UnionsFrench-language works237,207