Bibliographic record
Abstract
This article begins with an analysis of how nineteenth-century print journalism was produced to become a basic constituent of the public sphere of its day, and how it tackled the problems of survival beyond its date of issue. I then turn to the current flurry of remediation of the nineteenth-century press in the last five years and how digitisation of print now addresses similar tasks of optimising readership, distribution, and durability. This involves consideration of one of the current central questions, the roles of public and private platforms of delivery and their relation to access. In conclusion, I explore the impact of the digitisation of nineteenth-century journalism, and digitisation more generally, on Victorian studies and its publics. I focus on two aspects of impact: how meaning in literature and history is invigorated by digital access to their representation in historical and material context, and how the proliferation of illustration in new digital media, enabled by freedom from the limitations attached to print formats, addresses twenty-first century visually-literate readers directly, helping the transmission of Victorian Studies to the imagination of contemporary readers, across social class and internationally.
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 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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".