Civil-Military Relations in Post-Soviet Ukraine: Implications for Domestic and Regional Stability
Why this work is in the frame
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Bibliographic record
Abstract
Ukraine's progress towards a fully functioning democratic, civilian model has been weak. Due to the weakness of the military as a political force in Ukraine, this lack of progress itself does not threaten Ukraine's domestic stability. Instead, of greater concern and potential impact are the absence of significant military restructuring and implementation of Ukraine's military and strategic doctrine as well as the absence of any measure of civil-military control over the internal security forces of Ukraine. Moreover, the arrest of military restructuring impacts fundamentally on regional security as it affects Ukraine's ability and capacity to forestall any military aggression as well as Ukraine's contribution to multinational peacekeeping operations, under either NATO or UN auspices. Ultimately, the lack of progress in democratic civil-military reforms in Ukraine is of greater significance at the regional level than at the national one.
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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) | 0.000 | 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