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 Uncle Tom's fall from grace took almost a century. Uncle Tom's Cabin (1852) was immediately adapted into stage productions, which foregrounded Tom's humanity. But the high regard in which most people held Tom began to change in the late nineteenth century, when members of the Black audience began to see him as representative of an “Old Negro” type. The twentieth century multiplied the venues in which Tom appeared, but it also witnessed the further erosion of Tom into his present incarnation as an intraracial epithet. This is the story told by Adena Spingarn in her richly researched book, Uncle Tom: From Martyr to Traitor. Although Spingarn's book smooths out some of the interpretive lumps of Uncle Tom and Uncle Tom's Cabin, its simplifications are compensated for by the artifacts it unearths and the attention it pays to the reception of Uncle Tom by a changing Black audience.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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