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
Frederick Burnaby (1842–85) joined the Royal Horse Guards in 1859, but, when not assigned to active duty, he crafted his own adventures. He ballooned across the English Channel, and travelled in Spain, Asia Minor and Russia. He was wounded, and eventually killed, fighting for the British Empire. His book, A Ride to Khiva (1876) gave a personal account of his hazardous mission into Russian territory during the 'Great Game' when the British and Russian Empires were vying for power in central Asia. It was an instant bestseller, and brought him overnight fame. This two-volume work, published in 1877, recounts his next adventure: a two-thousand mile journey through Asia Minor to assess Turkey's chances in the impending war with Russia. On the way, he creates vivid snapshots of the region and the people he encounters. Volume 2 covers the journey from Armenia to the Black Sea and includes numerous appendices.
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 | 0.001 |
| 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 | 0.001 | 0.001 |
| 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