Bibliographic record
Abstract
Recognized internationally as one of the best short story writers in English, Canadian expatriate Mavis Gallant is the author of over 100 stories as well as novels, plays, and essays. She has won prestigious literary awards (the Governor General's Literary Award, the Blue Metropolis International Literary Grand Prix, the PEN/Nabokov Award, and the Prix Athanase‐David) and is a Fellow of the Royal Society of Literature and an honorary member of the American Academy of Arts and Letters. She has a long history of publishing with the New Yorker , a special relationship that allowed her to write full‐time well before her work received widespread critical attention. Gallant's work shows how art can draw on displaced, double, or plural identities to find new angles on reality and generate radical reformulations of language, form, and ideas. Reading her fiction within overlapping aesthetic movements shows that her diverse roots and intercultural practices enable her to usher into Canada the discordance and de‐centering of the modernist and postmodern movements.
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 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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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; both teacher heads agree on what is shown here.
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".