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
The political and social developments in Ukraine during the last years of the Soviet Union (1988–1991) can be seen as an unfinished revolution. The proclamation of independence in 1991 marked a compromise between national-democratic forces and the republic’s old Soviet elites, which slowed down democratic transformations and kept the Red directors in power. The emergence of a mass opposition movement during the early 2000s represented a return to the unfinished agenda of the revolution. The Orange Revolution (2004–2005) and the Revolution of Dignity (2013–2014) re-established the connection between the civil society’s struggle for democracy and the rights of the Ukrainian language and culture, which had first developed in the late 1980s. The emergence of a new Ukrainian political nation provoked an aggressive response from Putin’s Russia, but its all-out invasion of 2022 only served to consolidate a modern Ukrainian identity as separate from Russia both politically and culturally.
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| 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