Bibliographic record
Abstract
Elizabeth Gaskell's fiction is beginning to receive the attention it deserves; her novels are widely available in paperback editions, several have been adapted for radio and television, and recent critical studies have helped to establish her as one of the important novelists of the Victorian period. But, curiously, her shorter pieces have been largely disregarded by publishers and critics alike, perhaps because until now many have been difficult for modern readers to access, though both T. A. Ward and Clement Shorter included most of them in their respective Knutsford (1906) and World's Classics (1906-19) editions. Gaskell's shorter works make up a considerable portion of her oeuvre: alongside her seven full-length novels and four novellas, she published more than forty short pieces, including stories, essays, autobiographical reminiscences, and travelogues. Wide-ranging in content and technique, these show Gaskell at her most original and inventive, experimenting with genre and narrative methodology, and dealing with topics which, though also explored in her novels, often have a sharper impact in the more restricted space. One reason for the relative obscurity of these pieces may be their resistance to easy grouping or classification. Their variety makes it difficult to place them in obvious generic categories - usually a publishing desideratum - and their transgressive characteristics represent a kind of literary hybridization which prevents easy definition. Yet it is this variety and originality which makes them so fascinating and so deserving of critical consideration.
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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 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.057 | 0.015 |
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".