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
Near the end of the nineteenth century, Sarah Grand coined the phrase "New Woman," which was influential throughout the first wave of the feminist movement. This paper examines how Sarah Grand's representation of Beth Caldwell's reading habits in her novel The Beth Book acts as a metaphor for the subversive femininity of the New Woman. My project explores the ways in which Grand's feminist ideals are reflected in The Beth Book through the scenes when Beth is reading. I suggest that Beth's atypical engagement with books as textual and physical objects can be equated to social dissent. However, Grand also portrays Beth reading within educational and marital institutions. These experiences lead Beth's engagement with the text to become similar to common nineteenth-century reading practices. I conclude with the argument that Grand represents any personal engagement with a book, even if it is not especially radical, as capable of re-evaluating systemically-enforced interpretations.
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) | 0.003 | 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