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
Anne Brontë’s Agnes Grey (1847) is about many things: chief among them is kindness. In this short novel, the words ‘kind’ and ‘kindness’ appear over 50 times. In the course of the work, we are brought to see that kindness is not a weak flame over which the downtrodden can warm their hands a little but rather a bonfire of a life force, the source of social good, and between Agnes Grey and Edward Weston, mutual kindness—specifically the shared valuing of kindness itself—ignites eros. As Marianne Thormӓhlen rightly observed, ‘Agnes Grey’s falling in love with Mr Weston is erotically charged in ways which present-day readers easily overlook’. I want to argue that this erotic charge is an intensification of currents of feeling that characterise Agnes’s whole narrative. The way Agnes describes, late in the novel, the pressure of her lover’s hand could also describe her experiences of kindness, both given and received, throughout her life: ‘emphatic, yet gentle’.
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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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