The Principal Navigations Voyages Traffiques and Discoveries of the English Nation
Bibliographic record
Abstract
Richard Hakluyt (1552?–1616) was fascinated from his earliest years by stories of strange lands and voyages of exploration. A priest by profession, he was also an indefatigable editor and translator of geographical accounts, and a propagandist for English expeditions to claim new lands, especially in the Americas. His most famous work was first published in 1589, and expanded in 1598–1600: reissued here is the twelve-volume edition prepared by the Scottish firm of James MacLehose and Sons and first published between 1903 and 1905, which included introductory essays and notes. Hakluyt's subjects range from transcriptions of personal accounts and 'ruttiers' (descriptive charts of voyages) to patriotic attacks against rival nations (especially Spain). Volume 8 contains voyages to the east coast of North America, from Newfoundland and Canada to Florida, and includes 'a discourse of the necessitie and commoditie of planting English colonies upon the North partes of America'.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.004 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.008 | 0.001 |
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".