Bibliographic record
Abstract
A companion to the classic African-American autobiographical narrative, Twelve Years A Slave, this work presents fascinating new information about the 1841 kidnapping, 1853 rescue, and pre- and post-slavery life of Solomon Northup. Solomon Northup: The Complete Story of the Author of Twelve Years A Slave provides a compelling chronological narrative of Northup's entire life, from his birth in an isolated settlement in upstate New York to the activities he pursued after his release from slavery. This comprehensive biography of Solomon Northup picks up where earlier annotated editions of his narrative left off, presenting fascinating, previously unknown information about the author of the autobiographical Twelve Years A Slave. This book examines Northup's life as a slave and reveals details of his life after he regained his freedom, relating how he traveled around the Northeast giving public lectures, worked with an Underground Railroad agent in Vermont to help fugitive slaves reach freedom in Canada, and was connected with several theatrical productions based upon his experiences. The tale of Northup's life demonstrates how the victims of the American system of slavery were not just the slaves themselves, but any free person of color—all of whom were potential kidnap victims, and whose lives were affected by that constant threat.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.006 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.146 | 0.021 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".