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2004· article· en· W4232340345 on OpenAlexaboutno aff

Bibliographic record

VenueBritish Journal of Industrial Relations · 2004
Typearticle
Languageen
FieldSocial Sciences
TopicLabor Movements and Unions
Canadian institutionsnot available
Fundersnot available
KeywordsSociologyWagePolitical scienceManagementEconomic historyLawHistoryEconomics

Abstract

fetched live from OpenAlex

Books reviewed: Laboring Below the Line: The New Ethnography of Poverty, Low‐Wage Work, and Survival in the Global Economy edited by Frank Munger. Russell Sage Foundation, New York, 2002, xi + 319 pp., ISBN 0871 546175, £42.50. Global Woman: Nannies, Maids and Sex Workers in the New Economy edited by Barbara Ehrenreich and Arlie Russell Hochschild. Granta Books, London, 2002, 328 pp., ISBN 1 86207 588 3, £8.99 paper. Hard Work: Life in Low‐Pay Britain by Polly Toynbee. Bloomsbury, London, 2003, 242 pp., ISBN 7475 6415 9, £6.99, paper. Reviewed by Mary Romero School of Justice and Social Inquiry, Arizona State University Low‐Wage America: How Employers are Reshaping Opportunity in the Workplace edited by Eileen Appelbaum, Annette Bernhardt and Richard J. Murnane. Russell Sage Foundation, New York, 2003, xii + 535 pp., ISBN 0 87154 025 8, $45. Reviewed by David Fairris University of California, Riverside Employment Stability in an Age of Flexibility: Evidence from Industrialized Countries edited by Peter Auer and Sandrine Cazes. International Labour Office, Geneva, 2003, xv + 272 pp., ISBN 92 2 112716 8, SFr 35, paper. Reviewed by Gary Slater Economics Division, Nottingham Trent University Designing Inclusion: Tools to Raise Low‐end Pay and Employment in Private Enterprise edited by Edmund S. Phelps. Cambridge University Press, 2003, ISBN 0 521 81965 5, £40. Reviewed by David A. Spencer Leeds University Business School, University of Leeds Can Labor Standards Improve under Globalization? by Kimberley Ann Elliot and Richard B. Freeman. Institute for International Economics, Washington, DC, 2003, xii + 179 pp., ISBN 0 88132 332 2 £19.50 paper. International Labor Standards: Globalization, Trade, and Public Policy edited by Robert J. Flanagan and William B. Gould iv. Stanford University Press, Stanford, Cal., 2004, 275 pp., ISBN 0 8047 4690 7, £36.95. Reviewed by Rohini Hensman Union Research Group, Bombay International Handbook of Trade Unions edited by John T. Addison and Claus Schnabel. Edward Elgar, Cheltenham, UK/Northampton, Mass., 2003, viii + 555 pp., ISBN 1 84064 979, £140. Reviewed by Bob Elliott Department of Economics, University of Aberdeen Parties and Unions in the New Global Economy by Katrina Burgess. University of Pittsburgh Press, Pittsburgh Pa, 2004, xxiii + 209 pp., ISBN 0 8229 5825 2, $27.95. Reviewed by Kerstin Hamann Department of Political Science, University of Central Florida Industrial Relations and European Integration: Trans‐ and Supranational Developments and Prospects edited by Berndt Keller and Hans‐Wolfgang Platzer. Ashgate, Aldershot, 2003, ISBN 0 7546 33365, pp. 182, £45. Reviewed by Richard Hyman London School of Economics Unions in the Time of Revolution: Government Restructuring in Alberta and Ontario by Yonatan Reshef and Sandra Rastin. University of Toronto Press, Toronto/Buffalo/London, 2003, xv + 279 pp., ISBN 0 8020 8753 1, $60/£35. Reviewed by Daphne G. Taras University of Calgary

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)0.006
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.376
Threshold uncertainty score0.537

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.006
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0040.006
Science and technology studies0.0010.001
Scholarly communication0.0090.005
Open science0.0030.002
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.6240.606

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 head0.053
GPT teacher head0.313
Teacher spread0.260 · 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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.

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
Published2004
Admission routes1
Has abstractyes

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