Bibliographic record
Abstract
Does, or should, social uprising lead to new legal form?Ukraine's current situation following the Revolution of Dignity in 2013-2014, with continuing violent conflict in Donbas and Crimea, suggests that not only is it unclear how a 'new' form is assessed, but existing transitional policies and frameworks are unlikely to be clearly implemented and enforced.An alternative analysis of transformation is necessary to address the conflicting aftermath of uprising within a particular historical and cultural context.The transformation that is happening in Ukraine is a continuum that is intellectual and psychological as much as reforming judicial systems and governance.Thinking transformation differently opens onto narratives, complexity of causes and a plurality of ideas of future, resolutions and justice.Such a shift in thought and analysis, informed by narratives and grounded research, is necessary in order to try to understand the current pursuit of justice in Ukraine.
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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 | 0.007 | 0.020 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.010 | 0.040 |
| Scholarly communication | 0.015 | 0.007 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.007 | 0.006 |
| Insufficient payload (model declined to judge) | 0.009 | 0.002 |
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".