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
Abstract This article introduces Yellow Nineties 2.0 as an electronic resource for the study of eight late Victorian little magazines produced between 1889 and 1905, a relatively brief period in which the emerging publishing genre was characterized by its aspiration to be a “total work of art.” Opening with an overview of the project’s history, scope, and aims, the article explicates the editorial theory and methodologies undergirding Yellow Nineties’ digital editions and affordances. The article concludes with a curatorial tour of Yellow Nineties (Y90s) magazines in publishing sequence—The Dial (1889–97), The Pagan Review (1892), The Yellow Book (1894–97), The Evergreen (1895–96), The Savoy (1896), The Pageant (1896–97), The Green Sheaf (1903–4), and The Venture (1903–5)—and explores some of the ways these titles support interdisciplinary research and teaching.
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 | 0.001 | 0.000 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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 it