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 the ice around the Arctic landmass recedes progressively further each year, the territory has become a flashpoint in world affairs. New and lucrative trade routes from East to West are now becoming accessible for shipping lanes and military deployment, and the Arctic is known to be home to large gas and oil reserves. Yet the territorial boundaries of the region remain ill-defined. In response to these geographical changes the Scandinavian countries, especially Denmark and Norway, have begun staking large proprietary claims in the face of pressure from the major powers - Russia, Canada, the US and China - for the trade routes to be designated as International Waters. Here, Norwegian scholar Leif Christian Jensen shows how Norway has undergone a positional shift after declaring its assertive position on the Arctic in 2005. Its disputes with Russia have created a new foreign policy dilemma, and a new set of 'red-lines'
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 | 0.001 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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