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Record W4399304945 · doi:10.52975/llt.2024v93.031

Robert B. McKersie, A Field in Flux: Sixty Years of Industrial Relations (Ithaca: Cornell University Press, 2019)

2024· article· en· W4399304945 on OpenAlexaffvenue
Jeffrey Hilgert

Bibliographic record

VenueLabour / Le Travail · 2024
Typearticle
Languageen
FieldArts and Humanities
TopicHistorical Studies and Socio-cultural Analysis
Canadian institutionsUniversité de Montréal
Fundersnot available
KeywordsField (mathematics)Economic historyPolitical scienceHistoryMathematics

Abstract

fetched live from OpenAlex

reviews / comptes rendus / 375 of public historians to share significant stories of labour and working class histories being told in a range of local and regional public history institutions from across the continental United States.It would have been illuminating to know what the editors and authors think about how the history of labour and working people is treated in the National Museum of American History and other national museums, which might have had greater appeal for a non-American readership.That said, this compelling collection of essays deserves to be read by all public historians and should be read by labour historians wherever they may live and work.This is because the erasure of working class and labour history in public representations of the past is a global occurrence and this book not only serves as a call to action, but it also points the way forward.

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)0.003
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 score0.058
Threshold uncertainty score0.116

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.003
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0030.004
Science and technology studies0.0040.003
Scholarly communication0.0070.013
Open science0.0010.002
Research integrity0.0040.006
Insufficient payload (model declined to judge)0.0340.015

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 head0.023
GPT teacher head0.191
Teacher spread0.168 · 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 routes2
Has abstractyes

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