Post-Communist Nationalism as A Power Resource: A Russia-Ukraine Comparison
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 end of communism brought hopes for a wholesale liberal-democratic transformation to the republics of the former Soviet Union. However, bitter disenchantment soon followed, as resurrected nationalism undermined the republics' stability and threatened democracy. Mass nationalist movements in these countries were not observed until the regime's initial liberalization. In most cases, the high phase of nationalist mobilization was reached only after the postcommunist state elites endorsed nationalism as an official policy of the state. In each instance, nationalist strategies of the state were defined in a complex interplay of domestic and international factors. Ethnicity became politicized as a resource for political action when other resources proved inadequate or insufficient. In addition, exogenous factors often played a leading role in this development.
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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 | 0.001 | 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 | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.033 | 0.001 |
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