Elizabeth Gaskell’s <i>The Life of Charlotte Brontë</i>
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
Charlotte Brontë died on March 31, 1855, and when Elizabeth Gaskell learned of her death, she resolved to write a memoir of her friend and fellow-novelist. On May 31, 1855, she wrote to Bronte's publisher, George Smith of Smith, Elder: ''if I live long enough, and no one is living whom such a publication would hurt, I will publish what I know of her, and make the world (if I am but strong enough in expression,) honour the woman as much as they have admired the writer'' (L, 345). The opportunity came sooner than Gaskell expected. On June 16, 1855, the Reverend Patrick Brontë, Charlotte's father, addressed a letter to Gaskell, with a request for her "to write a brief account of her life and to make some remarks on her works''; he added: ''You seem to me to be the best qualified for doing what I wish should be done."
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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