Bibliographic record
Abstract
Alice Munro's 1990 accumulation of short stories, Friend of My Youth, has a place with an developing sub-type known as Southern Ontario Gothic. Until this point in time, Munro's critics have focused on her epistemological challenges and on the formal qualities of her work; most criticism explores short stories taken Fiona assortment of accumulations or Lives of Girls and Women. Little in the method for an exhaustive investigation of any one collection is available, and no pundit has dedicated more than few pages to heroes of Gothic shows. Munro suggests the Gothic in her fit gathering, Dance of the Happy Shades (19681, where the storyteller of “The Peace of Utrecht specifies a ''Gothic Mother. By Friend of My Youth’, more than just moms are Gothic. Each of the seven Southern Ontario stories looks at dim mental states, and every element uncertain villains and a fickle consummation mirroring the hero's darkened sense of reality. Suppression, craziness, neurosis, mortification, and disgrace continuality yet our thoughtfulness regarding dread heroes dread speaking actually in severe personal connections, they dread oppression by conformist townspeople, and they often dread themselves. Munro utilizes unmistakably Gothic shows, however the viewpoint of the Gothic that is most applicable to these ones is its tendency to put being referred to whether the fear and unsettling influences that it exchanges are dominatingly objective or emotional, genuine or envisioned. This equivocalness turns Southern Ontario unseeing for pursuers and characters the same.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.021 | 0.014 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.009 | 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; a candidate call from one source (direct Gemma or distilled Codex), 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".