Moral Uses, Narrative Effects: Natural History in Victorian Periodicals and Elizabeth Gaskell's Wives and Daughters
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
This article situates Elizabeth Gaskell's Wives and Daughters, serialized in Cornhill Magazine between 1864 and 1866, in the context of contemporary periodical articles that represent natural history as a moral endeavor and that depict men of science as moral exemplars. Gaskell thematizes scientific morality through her naturalist-hero Roger Hamley, linking his personal excellence to his scientific gifts and thus presenting scientific ways of thinking as relevant to the "every-day" world the novel chronicles and as integral to the development of the novel's courtship plot. The article ends by briefly considering the changing place of natural history in George Eliot's oeuvre.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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