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
After living as a free man for the first thirty-three years of his life, Solomon Northup was drugged, kidnapped, and sold into slavery, leaving behind a wife and three children in New York. Sold to a Louisiana plantation owner who was also a Baptist preacher, Northup proceeded to serve several masters, some who were brutally cruel and others whose humanity he praised. After years of bondage, he met an outspoken abolitionist from Canada who notified Northup's family of his whereabouts, and he was subsequently rescued by an official agent of the state of New York. Twelve Years a Slave is his account of this unusual series of events. Northup describes life on cotton and sugar cane plantations in meticulous detail. One slave narrative scholar calls his narrative “one of the most detailed and realistic portraits of slave life.” Northup also leavens his account with wry humor and cultural commentary, making many parts of the narrative read more like travel writing than abolitionist literature. This book presents the remarkable story of a free man thrown into a hostile and foreign world, who survived by his courage and cunning.
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 | 0.001 |
| 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