Sailors, Book Hawkers, and Bricklayer’s Laborers
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
Christiane Schwab, “Sailors, Book Hawkers, and Bricklayer’s Laborers: Social Types and the Production of Social Knowledge in Nineteenth-Century Periodical Literature” (pp. 403–426) This essay explores how the modern obsession with systems of human classification manifested and spread in an increasing market of periodical literature in nineteenth-century Europe. It examines the various epistemic and rhetorical techniques of social typification developed in “sociographic” sketch writing, focusing on examples from the multiauthored serials Heads of the People; or, Portraits of the English (1840–41) and Les Français peints par eux-mêmes (1840–42). The essay claims that, by combining depictions of social types with political commentary, economic and sociohistorical considerations, and satirical allusions, the epistemic-narrative strategy of typecasting met the educational and entertainment needs of a growing reading public. It furthermore evaluates the works of investigative reporters such as Henry Mayhew and Angus Bethune Reach as interfaces between journalistic-literary and “scientific” ways of social study. The essay aims to stimulate an understanding of literary typecasting as a sort of “popular sociology” by interpreting the popularity of typecasting in the context of an increased interest in social structures on the verge of modernity, expressed in prose and arts as well as social thought.
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 | 0.001 |
| Science and technology studies | 0.002 | 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