Culture without the State? Reinvigorating Ukrainian Culture with Diasporic Efforts
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
Abstract This article explores the efforts of diaspora groups to reinvigorate culture. Cultural policy studies tend to focus on efforts of the state to fund and support the maintenance, enhancement, and preservation of national culture(s). This article contributes to this area of research by noting the effects of diaspora groups in achieving many of the same ends as official cultural policy through unofficial means. Using Ukraine as an interpretive case study, the article explores diasporic efforts to respond to a lack of cultural policy at home by invigorating Ukrainian culture abroad. Through the use of social networking tools, Ukrainian diaspora groups in the United States and Canada have been successful in maintaining their culture without the state. This study suggests that cultural policy research should involve not only official state‐centric efforts, but nonofficial diaspora‐centric efforts of cultural invigoration.
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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 | 0.012 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| 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