The Future of Unions and Worker Representation: The Digital Picket Line
Bibliographic record
Abstract
Journal Article The Future of Unions and Worker Representation: The Digital Picket Line Get access The Future of Unions and Worker Representation: The Digital Picket Line by Anthony Forsyth [Oxford, London, New York, New Delhi and Sidney: Hart Publishing, Bloomsbury Publishing Plc, 2022, 1 pp, ISBN 9781509924974] Valerio De Stefano Valerio De Stefano Osgoode Hall Law School, York University, Canada vdestefano@osgoode.yorku.ca Search for other works by this author on: Oxford Academic Google Scholar Industrial Law Journal, Volume 52, Issue 2, June 2023, Pages 503–506, https://doi.org/10.1093/indlaw/dwad008 Published: 21 April 2023 Article history Accepted: 27 March 2023 Published: 21 April 2023
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".