What makes an international institution work for labor activists? Shaping international law through strategic litigation
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
Abstract Studies on international legal mobilization often analyze the mobilization efforts of activists at a single international court. Yet we know little about how activists choose among multiple international institutions to advance social justice claims. Drawing on comparative case studies of Turkish and British trade union activists' legal mobilization efforts and case law analysis, I show that activists, guided by their lawyers, probe multiple avenues to identify the legal institution with the highest judicial authority and is most responsive to activists' claims. Once they identify their target institution, the iterative process between a responsive court and activists' strategic litigation can build a court's jurisprudence in a new issue area, even if the court provides limited de jure rights protections. Activists primarily use international litigation strategy to leverage structural reforms at the domestic level and to set new international norms through precedents.
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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 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| 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