Sunshine sketches of a little town : authoritative text, backgrounds and contexts, criticism
Bibliographic record
Abstract
This Norton Critical Edition ofSunshine Sketches of a Little Town uses the text of the 1912 first edition, second impression, the only edition that takes into account the corrections made between impressions. It is accompanied by explanatory annotations and textual emendations. Backgrounds and Contexts includes a concise excerpt onSunshine Sketches from the leading Leacock biography, as well as a selection of contemporary reviews from Canada, Britain, and the United States. Criticism is comprised of two sections. The first presents eight scholarly interpretations, by Desmond Pacey, Silver Donald Cameron, W. H. Magee, Ina Ferris, Beverly J. Rasporich, Frank Birbalsingh, Gerald Lynch, and Glenn Willmont, selected for their contribution to critical discussion of the novel. The second brings together responses to the novel by esteemed Canadian novelists Robertson Davies, Guy Vanderhaeghe, and Mordecai Richler A Chronology and Selected Bibliography are also included.
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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 | 0.002 |
| Science and technology studies | 0.004 | 0.005 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.024 | 0.004 |
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".