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 Though long overshadowed by her socialist–designer husband, Jane Burden Morris, wife of arts and crafts pioneer William Morris, has begun to receive recognition for her contributions to the alternative art movements of the nineteenth century, including her work as a Pre-Raphaelite model and arts and crafts embroiderer. This article furthers this exploration by examining Jane Morris’ engagement with the book arts. Through an analysis of the textual, visual and material qualities of four keepsake volumes Morris made c.1880, this article considers how the books illuminate Morris’ material reality and emphasize their maker’s commitment to socialist ideals, artistic labour, and collaborative working. It further situates Morris’ keepsake volumes within the nineteenth-century reinvigoration of the book arts and the arts and crafts movement in order to consider the ways in which arts and crafts ideals penetrated amateur domestic production.
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) | 0.005 | 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