Bibliographic record
Abstract
This article adds to critics’ growing interest in Romantic periodicals by focusing on weekly periodicals’ role as “the Historian of character and manners.” If the monthly reviews and magazines boasted of their panoptic survey of the whole of recent literary production, the single‐essay periodicals defined their importance by embracing what was in many ways the opposite perspective. Preoccupied with the resonant power of local truths, they gravitated towards a style which functioned as a microcosm of a larger order that could only ever be delineated through fragments rather than through any more encompassing structural analysis. If their fragmentary style left weekly periodical writers vulnerable to the charge of contributing to the age’s cultural decline by satisfying readers with a stream of brief and highly conversational essays, they countered this objection by insisting that their disconnected form fostered an active process of critical engagement by training readers to participate in what Samuel Johnson called the “miscellaneous and unconnected” nature of a modern commercial society. In doing so they helped to translate the discourse of polite sociability into a basis of cultural authority which reflected the domain of middle‐class life at the expense of the aristocratic connotations that critics such as the Earl of Shaftesbury had associated with it.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.003 | 0.016 |
| Scholarly communication | 0.011 | 0.008 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.008 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".