“Winter Stories — Ghost Stories... Round the Christmas Fire”: Victorian Ghost Stories and the Christmas Market
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
Using the publication of Elizabeth Gaskell’s “The Old Nurse’s Story” in the 1852 Christmas number of Dickens’s Household Words as a case study, this paper examines how the publication of Victorian ghost stories in Christmas numbers redefines the ghost story, transforming it from a modern text participating in contemporary debates on spiritualism into a social text participating in the broader cultural project of reaffirming the nation’s (religious) traditions in the face of (secular) modernity. While the themes of Christmas ghost stories explicitly address social issues and secular, middle-class cultural values, the morals and social traditions promoted by Christmas fiction cannot exist outside of the era’s contemporary conversations about the place of religion in a modern, industrial society. The ghosts and goblins of Dickens’s Christmas fiction address and attempt to correct the social ills of modern society through a secularised application of Christian values and behaviours.
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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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| 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