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
Purpose Union membership has declined in many countries reducing union capacity to bargain and contribute to economic equality. This paper aims to explore a more hopeful case in an Australian state, where the dramatic anti-union strategies of conservative governments have been reversed by Labor governments. Design/methodology/approach The research frames union recognition and union security in an international context, highlighting differences between US, Canadian, UK and Australian approaches. The research focuses on the Australian state of Queensland, providing an historical account of changes to union recognition and union preference provisions, drawing on legislation, major public service agreements, newspapers and parliamentary transcripts. Findings Conservative governments in Australia have implemented anti-union strategies, and Labor governments have often failed to restore union-friendly provisions when re-elected. In contrast, the Queensland study demonstrates a substantial restoration of union security provisions when Labor governments are re-elected, rebuilding political capital with unions and potentially supporting union membership. This difference is due to unique political and institutional factors that provide governments with unfettered powers to legislate their industrial relations agenda, whether in support or otherwise of unions, and has led to the more distinctive pendulum swings to the right and left than occurred elsewhere in Australia. Originality/value The research contributes to debates about the factors related to declining union membership and highlights a case where unions have achieved restoration of many provisions that increase their influence and potentially their membership.
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 | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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 it