Bibliographic record
Abstract
IN CONSIDERING THE SUBJECT of masculinity in Mary Barton (1848), it is perhaps well to remember that Elizabeth Gaskell conceived the novel as being about a man. “‘John Barton’ was the original title of the book,” she wrote to Mrs. W. R. Greg early in 1849. “Round the character of John Barton all the others formed themselves; he was my hero, the person with whom all my sympathies went . . .” (Letters 42: 74). Gaskell’s letter of 5 January 1849 to Miss Lamont reaffirms this: “‘John Barton’ was the original name, as being the central figure to my mind . . . in writing he was [?] my ‘hero’; and it was a London thought coming through the publisher that it must be called Mary B” (Letters 39: 70). While the “London” title of Mary Barton focuses on the romance elements of the plot (and, by extension, on the female gender role), Gaskell’s original title of John Barton focused on working-class protest (and, by extension, on the male gender role). Indeed, there is much to suggest that the novel is as much concerned with masculinity as it is with industrialization and class strife.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.015 | 0.014 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.005 | 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".