Національно-культурні здобутки українців Канади (National and Cultural Achievements of the Ukrainians in Canada)
Bibliographic record
Abstract
У статті розглядаються здобутки українців Канади у культурній, освітній, науковій та інших сферах діяльності (The article highlights the cultural, educational, scientific, etc. achievements of the Ukrainians in Canada. Their activity encompasses the process of creating and building Ukrainian schools, universities, churches and other religious and cultural institutions in Canada. This article focuses on the establishment of the Canadian Institute of Ukrainian Studies in Edmonton, on the development of Ukrainian system of education for students of secondary and high schools, and on the development of the press, which raised important questions about events in Ukraine and the Ukrainian Diaspora. The article deals with the development of Ukrainian art in Canada, with famous artists, poets, writers, actors, with galleries, museums, libraries, archives, etc. The author analyses the activity of the Ukrainians who achieved significant heights in the political sphere of Canada and who made a great contribution to the development and implementation of multiculturalism)
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.009 | 0.002 |
| Scholarly communication | 0.005 | 0.001 |
| Open science | 0.000 | 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".