Vice President and Chief Operating Officer,
Bibliographic record
Abstract
labour dispute is defined as a disagreement between management and workers with respect to working conditions.1 Often times, labour disputes involve job cuts, wage decreases and pension concessions. These types of issues are commonly covered in collective agreements between unions and managements. The threat of disadvantageous changes to, or interpretations of, collective agreements is usually at the forefront of disputes. However, in particular cases, it is not always as clear cut as management versus union. In some instances, labour law may be overshadowed by corporate law. Nowhere is this more evident than with the Stelco restructuring that occurred between January 29th, 2004 and March 31st, 2006. This particular situation not only involved union members and management, but also creditors, shareholders and the Canadian judicial system, rather than Labour Boards. The primary piece of legislation at the root of this dispute was the Companies ’ Creditors Arrangement Act (CCAA). Throughout the Stelco reorganization dispute, labour law was often trumped by corporate law, in what
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.605 | 0.448 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".