Bibliographic record
Abstract
In the last years, as a result of climate changes, plenty of transformations have taken place in the High North. Consequently, ice cap of the Arctic is melting at a very fast pace, and that means significant rise of sea levels as well as decreasing animals’ habitats. On the other hand, disappearing Arctic ice is opening new areas of exploitation for humans. The Arctic might also soon become the world’s most important reservoir of clean water and food. The warming is leading to changes in ecosystems, arousing a number of enquiries about territorial division of the region, its preservation and utilisation. The changes taking place in the Arctic pose a challenge on many levels: economic, social, security, and environmental protection. First of all, economic (access to probably the biggest deposits of oil, gas and precious metals in the world) and ecological (environmental protection) interests are clashing there. The North Pole, although with varying intensity, is becoming present in foreign policies of many countries. On the Old Continent, it has been noticed by the whole European Union as well as particular countries. One of them is Germany. Germany is interested in the region from the economic and ecological perspective.
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 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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".