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
Dinah Craik (1826–1887) was a prolific writer of fiction, poetry and essays. She was best known for her novels, which appropriated well-worked narratives of individuals triumphing over adversity through hard work and moral integrity against a backdrop of industrialisation and the ascent of the middle classes. The most successful, John Halifax, Gentleman, tells the tale of a boy who works his way out of poverty. Craik herself was familiar with hardship: her father Thomas Mulock, a nonconformist minister, had spent periods confined to a lunatic asylum, and abandoned his children after his wife's death in 1854. In this work (originally published serially in Chambers's Journal of Popular Literature, Science and Arts), Craik provided support and advice for single women like herself. She was highly critical of learned helplessness and advocated independence and cross-class sympathy, believing women should 'lead active, intelligent, industrious lives: lives complete in themselves'.
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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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