Sacrifice of Canadian Ukrainians as a Measurement of Their Moral Acts
Bibliographic record
Abstract
In the article, on the basis of materials published in Canadian-Ukrainian editions, which play the role of an archival and historical source (the source base of the history of Canadian-Ukrainian charity), and based on the interdisciplinary nature of Ukrainian studies, the philanthropy of Ukrainians in Canada is analysed as a spiritual and cultural phenomenon, a valuable moral basis and evidence of high intelligence, the Christian essence of the inner world of the members of the diaspora community.The history of Canadian Ukrainians is viewed through the prism of such a phenomenon as charity; an attempt is made to evaluate the contribution of members of the diaspora to the development of public policy and their influence on it in Canada; to research the biography of Canadian-Ukrainian philanthropists.In the context of socio-cultural transformations taking place in Canada, charity is considered as a factor consolidating Ukrainians of the diaspora, a unique building "material" of the diaspora unity for the preservation of their own national culture, language as components of the common national space, spirituality, the formation of basic principles underlying kindness, and human dignity.Numerous examples of this ethical and social phenomenon's manifestations, reflecting the community's moral values, worldview, social coexistence, and public culture, confirm the benevolence of Canadian Ukrainians. Specific cases of material support by hundreds of organisations, institutions, charitable foundations, and private individuals of those who needed and need protection in the name of affirming life, creation, and cooperation of the world community, which is especially relevant today at the time of the threat of comprehensive destruction, demolition, provide basis to conclude regarding the mass character, vitality, ethical, and social potential of the phenomenon of charity within the circle of the Ukrainian community in Canada.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.005 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".