Narrative of an Expedition to the Shores of the Arctic Sea in 1846 and 1847
Bibliographic record
Abstract
In the mid-nineteenth century, the northern coastline of North America was of particular interest to the Hudson's Bay Company as it was believed to hold the key to the elusive North-West Passage, a trade route from the Atlantic to the Pacific. Recruited to lead a team to survey part of this forbidding region, the Scottish explorer John Rae (1813–93) undertook his first expedition during 1846–7. It was remarkable not only for its success, but also because Rae's was the first crew to overwinter in the Arctic. Unlike other Victorian explorers, Rae embraced the culture of the Inuit and learnt to live off the land like them, which enabled him to complete his survey. First published in 1850, this journal relates the details of his journey as well as how he and his men survived the extreme conditions. It remains a valuable document in the history of Arctic exploration.
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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 | 0.001 | 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 | 0.011 | 0.005 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.010 | 0.003 |
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".