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
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.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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