Third party intervention reconsidered: Promoting cooperative workplace relations in the new 'fair work' system
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This article examines and evaluates the new dispute prevention roles that have been adopted by public dispute resolution agencies in Canada, the United States, Ireland and the United Kingdom since the mid-late 1990s. The article finds that these new forms of 'third party intervention' have succeeded in promoting cooperative workplace relationships, with significant benefits for firms and broader economic benefits. In the context of the declining dispute resolution role of federal and state industrial tribunals in Australia, this article argues that the Rudd Government should equip the new regulatory agencies established by the Fair Work Act 2009 (Cth) with innovative, dispute prevention functions. In this way, Fair Work Australia and the Office of the Fair Work Ombudsman can play a central role in achieving the government's policy objective of more cooperative and productive workplaces.
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.
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 | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it