Diaspora mobilization and the Ukraine crisis: old traumas and new strategies
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 article presents an analysis of mobilization strategies among Ukrainian diaspora groups in Canada in their response to the Ukrainian crisis of 2014–15. By mapping recent Ukrainian diaspora activism, the purpose of this article is to understand international non-state actor influence on transitional justice during crisis. The first part draws on studies of traumatic memories and the role they play in developing a victim-based identity among a diaspora. Practices of memorialization of the famine 1932–33 in Ukraine were created through emotional causal mechanisms that captured traumatic emotions on paper in the diaspora, creating narratives that were further sustained through value-based mechanisms. The second part explains how the diaspora bridged its interpretation of traumatic memories with the home country. The last part demonstrates how existing narratives and discourses were utilized through a strategic causal mechanism to create a rapid response among Ukrainian Canadians to the crisis in Ukraine.
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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 | 0.000 | 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 | 0.001 | 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