Civil Society as an Informal Institution in Ukraine’s Judicial Reform Process
Why this work is in the frame
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Bibliographic record
Abstract
Abstract Since the Revolution of Dignity, civil society has become a major stakeholder in Ukraine's multiple reform processes. Judicial reform has been particularly salient as it aims to transform the country’s judiciary, long plagued by interrelated problems of political dependence, oligarchic capture, and internal corruption, into an autonomous guarantor of the rule of law. This Article examines how Ukrainian civil society has developed into an informal institution in Ukraine’s judicial reform. Building upon an overview of judicial reform efforts in Ukraine and a general theoretical framework of informality, this contribution studies how Ukrainian civil society influences the reform process, using the example of the country’s Constitutional Court. We argue that civil society has become an influential informal institution which plays an increasingly important role in judicial reform in Ukraine.
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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 | 0.001 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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