A Routledge literary sourcebook on Harriet Beecher Stowe's Uncle Tom's cabin
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
First published in book form in 1852, Uncle Tom's Cabin quickly became a bestseller, recognised as a powerful contribution to anti-slavery debates. After more than 150 years, it remains one of the most widely discussed works of American literature. Debra Rosenthal: examines the life and career of Harriet Beecher Stowe sets the novel within its cultural contexts and reprints related documents from the period surveys criticism of the book from publication to the present reprints extracts from reviews and key critical texts annotates crucial passages from the novel, linking them to the contextual and critical materials included elsewhere in the sourcebook suggests directions for further reading. Bringing together a wealth of material with clear critical commentary, Debra Rosenthal offers the ideal starting point for anyone beginning to study this crucial American novel.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.010 | 0.002 |
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