Alice Munro’s Miraculous Art: Critical Essays
Why this work is in the frame
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Bibliographic record
Abstract
"This collection offers 16 original essays on Nobel laureate Alice Munro's writings, providing an enlightening range of approaches and interpretive strategies by her most eminent critics. The essays cover the entirety of Munro's career, from the first stories she published as an undergraduate at The University of Western Ontario in the early 1950s to her final books (presumably), The View from Castle Rock and Dear Life. Following the editors' introduction--which surveys Munro's recurrent themes, explains the design of the book, and summarizes each contribution--Munro biographer Robert Thacker contributes a substantial bio-critical introduction to Munro's career. The book is then divided into three sections, focusing on Munro's characteristic forms, themes, and most notable literary effects. In total, the collection provides many new perspectives, reconsidered positions, and scholarly-critical analyses that will enhance the reading, teaching, and appreciation of Munro's remarkable indeed miraculous fictions."--
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it