Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
I N 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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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 it