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
Richard Hakluyt's 12-volume Principal Navigations Voyages Traffiques and Discoveries of the English Nation, originally published at the end of the sixteenth century, and reissued by the Cambridge Library Collection in the edition of 1903–5, was followed in 1625 by Hakluytus Posthumus or, Purchas his Pilgrimes, now reissued in a 20-volume edition published in 1905–7. When first published in four folio volumes, the work was the largest ever printed in England. An Anglican priest, Samuel Purchas (1577–1626) was a friend of Hakluyt, and based his great work in part on papers not published by Hakluyt before his death. As well as being a wide-ranging survey of world exploration, it is notable as an anti-Catholic polemic, and a justification of British settlement in North America. Volume 19 continues with British exploration and settlement in North America, including Newfoundland and the colonies of Jamestown and Plymouth.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 |
| 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