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
This comprehensive three-volume reference work collects and summarizes the wealth of information available in the field of transitional justice. Transitional justice is an emerging domain of inquiry that has gained importance with the regime changes in Latin America after the 1970s, the collapse of the European and Soviet communist regimes in 1989 and 1991, and the Arab revolutions of 2011, among others. The Encyclopedia of Transitional Justice, which offers 287 entries written by 166 scholars and practitioners drawn from diverse jurisdictions, includes detailed country studies; entries on transitional justice institutions and organizations; descriptions of transitional justice methods, processes and practices; examinations of key debates and controversies; and a glossary of relevant terms and concepts. The Encyclopedia's accessible style will appeal to a broad audience interested in understanding how different countries have reckoned with post-conflict justice.
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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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