Bibliographic record
Abstract
“The use made of fragments and small opportunities; . . . [t]hings that many would despise, and actions which it seemed scarcely worthwhile to perform, were all attended to in Cranford.” Elizabeth Gaskell, Cranford (1853) “[A] vision of a man seemed to haunt the kitchen.” Elizabeth Gaskell, Cranford (1853) Cranford and Ruth were written in tandem. For three years Gaskell ''vibrated'' back and forth between the two projects (to borrow the term she uses to describe the movement of Cranford's narrator), and then Cranford , which began as a series of stories Gaskell wrote for Charles Dickens's weekly journal Household Words , was published in one volume in June of 1853, Ruth in January of that same year. Both texts are centrally concerned with the status of women and the nature of female community; both are said to draw on Gaskell's memories of having been raised in the all-female company of her aunts Hannah Lumb and Abigail Holland in the small town of Knutsford south of Manchester. But the two works differ radically from one another, offering alternative visions, genres, and sensibilities. One is satiric, the other fairly sentimental; one is generally comic, the other chiefly tragic. One explores the nature of village life while the other focuses on a few central characters and families; one is ostensibly though not exclusively interested in what are conventionally viewed as trivial feminine concerns (tea and headgear) while the other seeks to intervene in social debates crucial to the status of Victorian women (prostitution and philanthropy).
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.008 | 0.007 |
| Scholarly communication | 0.004 | 0.005 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.034 | 0.006 |
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".