Bibliographic record
Abstract
Abstract The location of a tropical paradise, the graveyard of ships straying too close to where the polar ocean drains into the earth’s hollow interior, the source of unimaginable quantities of gold, the home of a lost ‘Aryan’ civilization - for those who do not live there, the Arctic has over the course of time been all of these things. It is the last imaginary place on Earth. Now, renowned archaeologist Robert McGhee lifts the veil to reveal the true Arctic. Combining anthropology, history, and personal experience, this book dispels the romanticized notions of the Arctic as a world apart, exotic and isolated, revealing a land far more fascinating than we had imagined. McGhee paints a vivid portrait of the movement of Viking farmers across the North Atlantic islands, and of the long and arduous searches for sea-passages to Asia. We meet the fur-traders who pioneered European expansion across the northern forests of Canada and Siberia, the whalers and ivory-hunters who ravaged northern seas, and patriotic explorers racing to reach the North Pole. Above all, McGhee offers a fascinating insight into the native peoples of the Arctic, societies that other histories usually neglect. We discover how northerners have learned to exploit a rich ‘hunter’s world’ where game is, contrary to our expectations, far easier to find than in more temperate lands. He takes us to a thousand-year-old Tuniit campsite perfectly preserved in the Arctic cold, follows the entrepreneurial Inuit as they cross the Arctic in search of metal, and reveals the dangers that native people face today from industrial pollution and global warming.
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.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.016 | 0.016 |
| Scholarly communication | 0.015 | 0.012 |
| Open science | 0.001 | 0.010 |
| Research integrity | 0.003 | 0.007 |
| Insufficient payload (model declined to judge) | 0.037 | 0.008 |
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".