Hans Island: Meteorological Data From an International Borderline
Bibliographic record
Abstract
Just after midnight on 28 August 1871, the vessel U.S.S. Polaris of the North Polar Expedition, led by C. F. Hall, sailed past a small, uncharted island in the middle of Kennedy Channel [Davis, 1876]. This narrow channel is one of several such marine passages and sounds located between Canada's Ellesmere Island and Greenland that combined together, form Nares Strait. Because of the dense fog at the time, the extent of the island could not be gauged. On the vessel's return voyage almost a year later, on 13 August 1872, the Polaris again passed this island. Expedition notes [e.g., Davis, 1876] reveal that the island was given the name Hans Island, or Hans Ø in Danish, in honor of Hans Hendrik (1834–1889) [see Hendrik, 1878], a Greenlander who assisted the expedition and four others to the region (led by E. K. Kane, 1853–1855; I. I. Hayes, 1860–1861; G. S. Nares, 1875–1876; and N. A. E. Nordenskjöld, 1883).
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.016 | 0.009 |
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".