Ukrainian refugees of the period of the Russian-Ukrainian war in NATO countries: the geopolitical context of the military migration crisis
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 Russian-Ukrainian war is being waged on the territory of Ukraine, but it is of global importance. One of the aspects of the war is the mass migration of Ukrainians abroad. The causes and features of migration are explained in the global geopolitical context. In recent years, war refugees have become increasingly important in world migration flows. This testifies to the crisis of the world order that arose in the early 1990s. The uniqueness of the flow of refugees from Ukraine is its extraordinary size, speed of movement, gender and age imbalance, the predominance of urban residents with a high level of education. In the future, this prepares for Ukraine a demographic catastrophe and difficulties in the post-war reconstruction of the country. The author concludes that a solution to the Ukrainian military migration crisis can be found in the context of changes in the post-war world order.
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 | 0.002 | 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 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 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