Bibliographic record
Abstract
The theme of happiness in the short fiction of Alice Munro evokes four contexts of signification. Contemporary North American popular culture holds happiness as a realizable but elusive ideal. In the generic conventions of fiction, happiness functions as a goal and as a sign of closure; stories end when the characters get married and live happily ever after. Thomas Jefferson (1776/1962) Hoy, H. (1991). Alice Munro: “Unforgettable, Indigestible Messages.” Journal of Canadian Studies, 26(1): 5–21. [Google Scholar] declared the pursuit of happiness, together with life and liberty, to be unalienable, God-given rights; modern commentators hold that the difference between “peace, order, and good government” and “life, liberty, and the pursuit of happiness” encapsulates a key distinction between the cultures of Canada and the United States. Religious and philosophical traditions identify happiness with faith and the highest good. This essay considers how these four contexts of happiness operate within Alice Munro’s fiction, using her story “White Dump” from the collection The Progress of Love as an example.
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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 | 0.002 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.027 | 0.016 |
| Scholarly communication | 0.007 | 0.005 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.004 | 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".