Peculiarities of the relationship of the Ukrainian-Canadian «special partnership»
Bibliographic record
Abstract
The more than century-long history of Ukrainians in Canada led to the formation of unique Ukrainian-Canadian relations, which were later legally consolidated as a «special partnership» in the Joint Declaration on a Special Partnership between Ukraine and Canada dated March 31, 1994. Both Ukraine and Canada were colonies of two empires. After all, Canada, as a state, arose as a result of the colonization of the territory of North America by two competing European nations: the French and the Anglo-Saxons. In turn, the western part of Ukraine once belonged to the Austro-Hungarian Empire, and the eastern part to the Russian Empire. The colonial past of both states determines their certain historical kinship, which is one of the specific features of the «special partnership» relationship between our countries. However, the formation and development of Ukrainian-Canadian «special partnership» relations took place under the influence of the super-powerful Ukrainian diaspora in Canada, which, being one of the most powerful and organized, not only plays a prominent role in the political life of its country, but also acts as a decisive factor that determines the specificity of Ukrainian - Canadian relations. The Ukrainian community in Canada is one of the most powerful, organized and active. As a result, a prominent role in the political and cultural life of Canada. The Ukrainian community of Canada managed to positively integrate into the country's non-ethnic society, at the same time preserve its identity and act as a reliable partner of Ukraine in the implementation of internal democratic reforms and improvements in foreign policy positions. Having variable instruments of influence on international politics, it used the most effective strategy for achieving its own goals, the essence of which is to influence the policy formation of the host state. The Ukrainian diaspora played a significant role in shaping the image of independent Ukraine in Canada, in popularizing Ukrainian domestic and foreign policy, which contributed to the formation of friendly and mutually beneficial relations between the two countries and found its logical continuation in the form of the establishment of first diplomatic relations, and later «special partnership» relations between Ukraine and Canada.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.020 | 0.004 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".