The Honourable Member for Vegreville
Bibliographic record
Abstract
Translated from personal memoirs and diaries, this is a compelling story of Anthony Hlynka, the only sitting Member of Parliament of Ukrainian origin from 1940 to 1945. Representing the constituency of Vegreville, Alberta, for the Social Credit party, Hlynka was a high-profile Member of Parliament who garnered much attention from the English-language press. He was instrumental in raising awareness of human rights issues and the plight of displaced persons following the Second World War and was a major supporter of the so-called third wave of Ukrainian immigrants to Canada. When he died unexpectedly at the age of fifty, Hlynka had begun work on his memoirs. Now, fifty years later, with the materials provided by his widow, Stephanie Hlynka, the editors of The Honourable Member for Vegreville: The Memoirs and Diary of Anthony Hlynka, M.P. (1940-49) have crafted a unique and significant contribution to the historical memory of Ukrainian Canadians.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.002 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.055 | 0.012 |
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".