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
Taking stock of the twenty-fifth anniversary of the collapse of the communist regimes of Central and Eastern Europe, this volume explores how these societies have grappled with the serious human rights violations of past regimes. It focuses on the most important factors that have shaped the nature, speed, and sequence of transitional justice programs in the period spanning the revolutions that brought about the collapse of the communist dictatorships and the consolidation of new democratic regimes. Contributors explain why leaders made certain choices, discuss the challenges they faced, and explore the role of under-studied actors and grassroots strategies. Written by recognized experts with an unparalleled grasp of the region's communist and post-communist reality, this volume addresses far-reaching reckoning, redress, and retribution policy choices. It is an engaging, carefully crafted volume, which covers a wide variety of cases and discusses key transitional justice theories using both qualitative and quantitative research methods.
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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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