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
Although Alice Munro is proverbially known to mythologize her home region of Southwestern Ontario, there are a handful of short stories that are set elsewherewhere this elsewhere is not Vancouver, Canada. Two of these, though published twelve years apart, significantly take place in Brisbane, Australia, where Munro spent some time in the early 1980s. By carefully reading the two stories' plots, characters, and figuration, I argue two points: (1) The two stories are in fact each other's mirror images and that (2) although both shun the convention of the happy ending, the later text represents a more thoughtfully considered, mature critique of the female gothic romance rather than an excursion into comedy or a challenge to female fantasy as critical accounts suggested earlier. Reading the two narratives together and juxtaposing them with the Brontesque tradition of the romance will eventually contribute to shifting the critical consensus about the unchanging concerns of Munro's fiction.
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 | 0.000 | 0.001 |
| 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) | 0.000 | 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