Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
<JATS1:p>As a short-story writer, Alice Munro has achieved high critical and popular regard in both her native Canada and in the United States. Indeed, Munro has been adopted by the entire English-speaking world as one of its own, and her work has received many awards and honors. In the U.S., she is roundly regarded as one of the best—if not the best—contemporary writers of the short story, and one of the greatest living fiction writers. Here, Brad Hooper takes readers through her fiction, work by work, discussing the themes, forms, techniques, and styles she employs to make her work come alive.</JATS1:p> <JATS1:p>Munro has founded her own brand of the short story: longer than traditionally practiced in the short-story form and encompassing broader time frames. Her stories are primarily character studies that explore the impact of physical and mental isolation in adolescence, middle age, and into elder years. Hooper traces Munro's evolving definition of the short story form and surveys the fiction in an effort to elucidate the works for newcomers and enthusiasts alike.</JATS1:p>
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.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 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