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
Abstract While Bloomsbury is now associated with Virginia Woolf and her early twentieth-century circle of writers and artists, the neighborhood was originally the undisputed intellectual quarter of nineteenth-century London. Drawing on a wealth of untapped archival resources, the author of this book brings to life the educational, medical, and social reformists who lived and worked in Victorian Bloomsbury and who led crusades for education, emancipation, and health for all. She explores the secular impetus behind these reforms, and the humanitarian and egalitarian character of nineteenth-century Bloomsbury. Thackeray and Dickens jostle with less-famous characters such as Henry Brougham and Mary Ward. Embracing the high life of the squares, the nonconformity of churches, the parades of shops, schools, hospitals, and poor homes, this is a major contribution to the history of nineteenth-century London.
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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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