On Standing's A Precariat Charter: Confronting the Precaritisation of Labour in Brazil and Portugal
Bibliographic record
Abstract
Guy Standing’s new book, A Precariat Charter, does not allow us to forget that we live under the shadow of the “precariat” – a group of people who are deprived of any work-related guarantees, subjected to uncertain income, and without a collective identity that is rooted in a labour world. Among the many merits of his most recent book, Standing reports the damaging effects suffered by a substantial section of the European trade union movement. At the root of this decline is labour’s submission to a socially irresponsible and environmentally unsustainable model of development. First, I will examine the book from a Southern perspective. The data and examples that Standing provide pertain largely to changing working-class relations in advanced capitalist countries. In contrast, I will focus my attention on the metamorphosis of the working class in the Global South – particularly Brazil – during the post-Fordist era in order to raise questions about the class character of the precariat.
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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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.010 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".