Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
As climate change threatens to open the Northwest Passage to ice-free travel, Canadian sovereignty over the Arctic has come to the fore. Although Canada’s claim to the Arctic archipelago is now firmly entrenched in the minds of Canadians, less than a century ago, that claim was much less secure. Acts of Occupation draws on a wealth of previously untapped archival sources to piece together the engrossing story of how one explorer’s self-serving ambition ultimately led Canada to craft and defend a decisive Arctic policy. Historians Cavell and Noakes show how unfounded paranoia about Danish designs on the north, fueled by a deliberate campaign of deceit and fear-mongering, was the catalyst for Canada’s active administrative occupation of the Arctic. A compelling tale, Acts of Occupation throws new light on a transformative period in the history of Canadian Arctic policy and provides much-needed historical context for contemporary debates on northern sovereignty.
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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 it