From Global Unions to the Shop Floor: Trade Union Networks in Transnational Corporations in Brazil
Bibliographic record
Abstract
This article analyses the origins, development and organisation of cross-union, company-based trade union networks in transnational corporations in the metal and chemical industries in Brazil. Collectively developed by local, national, foreign and international trade union organisations, this kind of union action was introduced in the country in the early 2000s as a way to connect local labour representatives organising workers in different locations within the same company. Networks strengthen local labour power and stimulate transnational connections. Promoting solidarity among workers across multiple factories, they offer the perspective for a global unionism connected to shop-floor organisation. Despite these achievements, networks face important challenges. Power imbalances, the reliance on restrictive social dialogue arrangements and the compromise with traditional structures limit the reach of the strategy. KEY WORDS: globalisation; trade unions; new labour transnationalism; trade union networks; Brazil
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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 | 0.002 |
| 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) | 0.001 | 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".