Bibliographic record
Abstract
This article examines how far, and in what ways, overseas systems of worker representation are influencing the Australian debate. After briefly exploring the diminution of legal support for worker representation over the last 15 years, the article contains a detailed analysis and comparison of recent policy proposals put forward by the Australian Council of Trade Unions and the Federal Labor Opposition. The ACTU policy draws heavily on the United States, Canadian and United Kingdom collective bargaining and union recognition systems, along with North American and (particularly) New Zealand concepts of 'good faith bargaining'. Key aspects of these overseas systems are highlighted. In contrast, the ALP industrial relations policy is a substantially diluted version of the ACTU blueprint, involving only minimal 'borrowing' from overseas worker representation laws. Importantly, stronger supports for collective bargaining - such as the NZ mechanism for arbitration of bargaining impasses - have been omitted from Labor's policy. If implemented, this would see the emergence in Australia of a blend of several overseas worker representation models, resulting in some improvement to the current legal framework's subversion of collective bargaining - but not to the extent desired by the ACTU.
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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 | 0.000 | 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) | 0.004 | 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".