Bibliographic record
Abstract
“I have always felt deeply annoyed at anyone, or any set of people who chose to consider that I had manifested the whole truth; I do not think it is possible to do this in any one work of fiction.” (Elizabeth Gaskell to Lady Kay-Shuttleworth (?1850)) Elizabeth Gaskell is a writer for whom generations of readers, critics, and scholars have felt an undisguised tenderness. “She will be herself remembered with affectionate regret by all who knew her,” stated Richard Monckton Milnes shortly after her death, “as a most genial and delightful lady, who gave light and comfort to her home and pleasure to every society she entered” ( CH , 506). An unfeigned capacity for spontaneity, for sympathy, and for pleasure endeared her to her contemporaries; these same qualities have also powerfully influenced the tenor of historical reception of her work. Yet, for such a well-loved figure, Gaskell has also managed to excite an inordinate amount of controversy. We know that “Mrs. Gaskell” offended, even outraged critics with not one but several politically engaged works of fiction. She was threatened with libel suits by individuals angered over her handling of sensitive material in her role as biographer. Parishioners of her husband's congregation at Manchester's Cross Street Chapel actually burnt their copies of Ruth (1853), protesting against the perceived immorality of Gaskell's sympathetic portrayal of a “fallen woman.” And a small but determined band of reviewers took her to task at various points in her career for “the recklessness with which she has seized on a subject . . . which she has so misrepresented,” whether it be the condition of the working classes in Manchester or the causes of “the great social evil,” prostitution (CH, 124).
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.004 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.024 | 0.007 |
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".