A Labor of Laws: Courts and the Mobilization of French Workers
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
By most measures, French labor is among the weakest in the industrialized world. Yet it has retained a high level of mobilizing and institutional power. This unusual position is partly due to the historical role of labor courts, one of France’s oldest and most influential labor institutions. Based on a range of historical and contemporary evidence, this article shows that the involvement of the state and labor in these courts over the past two centuries has played a crucial role in the evolution of French industrial relations. This process unfolded along three main dimensions: the early establishment of labor courts strongly and durably influenced the mobilization patterns of the emergent labor movement, France’s labor relations model was largely inspired by the judicialism embedded in labor courts, and a combination of more contingent events led to the emergence of a problematic notion of union“representativeness.” These patterns have contributed to shape French labor into its present condition of both weakness and strength.
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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 | 0.000 | 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 | 0.002 |
| 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