Three Years in Europe: or Places I Have Seen and People I Have Met
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
William Wells Brown (1814?–84) was uncertain of his own birthday because he was born a slave, near Lexington, Kentucky. He managed to escape to Ohio, a free state, in 1834. Obtaining work on steamboats, he assisted many other slaves to escape across Lake Erie to Canada. In 1849, having achieved prominence in the American anti-slavery movement, he left for Europe, both to lecture against slavery and also to gain an education for his daughters. He stayed in Europe until 1854, since the Fugitive Slave Act of 1850 had made it possible that he could be taken back into slavery if he returned. Meanwhile, he had begun to write both fiction and non-fiction, and this account of his travels in Europe, prefaced by a short biography, was published in 1852. Brown was able to return to the United States in 1854, when British friends paid for his freedom
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 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