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
In 1856, Isabella Bird published The Englishwoman in America, the first of what would be many books of her travels around the world. Adopting a tone of aloof bemusement, she describes in detail the hardships and annoyances of her travels by sea from England to Halifax, and on the road to Boston, Cincinnati, and Chicago. The book's 20 chapters are full of keenly observed and entertainingly told stories of pickpockets and luggage thieves, greasy hotels, and Americans who are very polite, but have the unfortunate habit of spitting on the floor. Bird admits to sharing the regrettably prejudiced view the English have of America, but nevertheless finds much to like and admire in this new country bustling with ethnically diverse immigrants full of energy and bravado. The Englishwoman in America is a wonderful travelogue that offers a lively and personal glimpse into mid-nineteenth-century America.
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 | 0.001 | 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