CURRENT THINKING: ON TRANSATLANTIC VICTORIANISM
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
A few years ago, out of scholarly as well as pedagogical interest, I happened to be looking through two recent anthologies on the nebulous-sounding subject of “transatlantic literature.” I was teaching a new course on transatlanticism and was particularly curious to discover how these texts represented the period that is the focus of this journal and the one to which at least a few of its readers are attached. In both cases, I was struck by the degree to which “the Victorian” – the era, people, frame of mind, even the word itself – was either subsumed within Romanticism or absent. In Transatlantic Romanticism: An Anthology of British, American, and Canadian Literature, 1767 – 1867 , edited by Lance Newman, Joel Pace, and Chris Koenig-Woodyard, the subtitle alone incorporated half of the Victorian era, even while the contents omitted virtually all of the Victorians we would expect to represent that half. That anthology as well as the other, Susan Manning and Andrew Taylor's Transatlantic Literary Studies: A Reader , included glossaries of salient terms for transatlantic inquiry, and while “Enlightenment,” “Peterloo,” “Romantics,” and “sublime” appeared there, “Victorian,” not to mention “Great Exhibition,” “natural selection,” and “utilitarianism,” did not.
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) | 0.001 | 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