Preface and Acknowledgments
Bibliographic record
Abstract
A TRIBUTE to the longstanding work Reingard Nischik has done in Canadian and in Comparative North American Studies.It is published on the occasion of her retirement from the universityalthough she will continue to publish and be a voice in Canadian and Comparative Studies-and to take stock of recent work by Canadianists around the world.The focus is deliberately broad.Most pieces compare American and Canadian artifacts and range from literature to opera to visual culture.Reingard's exceptional endeavors in making Canadian literature known beyond Canada are honored by two prominent Canadian writers and academics, Margaret Atwood and Aritha van Herk, in their creative pieces in the coda to this book.Included in the coda are also a few photographs as visual testimony to a long academic journey.Both editors are former students of Reingard, and this book is also a token of their gratitude for decades of
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How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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 teacher head, 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".