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
For much of the twentieth century , literary criticism tended to be relatively dismissive of Anne Brontë's novels. While recent scholarship has argued for the complexity of gender and class dynamics in Agnes Grey (1847), there is little consensus as to what, precisely, those dynamics are. Elizabeth Hollis Berry suggests that Agnes “takes charge of her life” (58), and Maria H. Frawley argues that her narrative is a “significant statement of self-empowerment” (116). Maggie Berg and Dara Rossman Regaignon, however, highlight the continued subjugation of Agnes in the course of her narrative. These scholars’ divergent readings demonstrate how Agnes Grey and Agnes Grey can be read both as illustrative of what Gayatri Chakravorty Spivak has famously described as the nineteenth century “female individualist” (307), and as instructive of the social strictures that circumscribed this identity. In this essay, I outline how shame works in and through the novel to bridge these opposing readings.
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 | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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