Stefansson, Dr. Anderson and the Canadian Arctic Expedition, 1913-1918: A Story of Exploration, Science and Sovereignty
Bibliographic record
Abstract
Impressive in its scope and scholarship, this book presents the first comprehensive and authoritative account of the storied Canadian Arctic Expedition and the personal animosity of its co-leaders: the intrepid explorer Vilhjalmur Stefansson and the respected scientist Rudolph Anderson. The volume details the expedition's successes and tragedies, including the discovery of islands never before mapped and the sinking of the flagship Karluk. After 90 years, all the elements of this important and compelling story have finally been woven into a single volume. It is long overdue. The book includes 84 illustrations and maps, a detailed bibliography, and several appendices.The author is uniquely qualified to tell this story. His father was Diamond Jenness, a scientist on the expedition, and he knew or met seven other expedition members, including both Stefansson and Anderson.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.011 | 0.006 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.007 | 0.002 |
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".