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 2006 book documents developments in the countries of eastern Europe, including the rise of authoritarian tendencies in Russia and Belarus, as well as the victory of the democratic 'Orange Revolution' in Ukraine, and poses important questions about the origins of the East Slavic nations and the essential similarities or differences between their cultures. It traces the origins of the modern Russian, Ukrainian and Belarusian nations by focusing on pre-modern forms of group identity among the Eastern Slavs. It also challenges attempts to 'nationalize' the Rus' past on behalf of existing national projects, laying the groundwork for understanding of the pre-modern history of Russia, Ukraine and Belarus. The book covers the period from the Christianization of Kyivan Rus' in the tenth century to the reign of Peter I and his eighteenth-century successors, by which time the idea of nationalism had begun to influence the thinking of East Slavic elites.
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 | 0.002 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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