EVOLUTIONARY DISCOURSE AND THE CREDIT ECONOMY IN ELIZABETH GASKELL'S<i>WIVES AND DAUGHTERS</i>
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
When Elizabeth Gaskell died in November 1865, she left unfinished her final novel, Wives and Daughters (1864–66). The Cornhill Magazine 's editor, Frederick Greenwood, published a tribute to Gaskell with the novel's final installment. Her fiction, he wrote, pulls you from “an abominable wicked world, crawling with selfishness and reeking with base passions into one where there is much weakness, many mistakes, sufferings long and bitter, but where it is possible for people to live calm and wholesome lives . . .” (Gaskell 685–86; ch. 60). As Linda K. Hughes and Michael Lund observe, Greenwood shaped Gaskell's reputation for a hundred years “as an author whose work captured . . . the idyllic charm of a lost era” and took “readers away from unpleasant realities” (158). Notably, Greenwood's list of “unpleasant realities” (wickedness, selfishness, and base passions) implicitly refers to capitalism — that is, to the economic world of the 1860s from which Gaskell ostensibly encouraged her readers to retreat.
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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 | 0.001 |
| 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