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
Climate change is occurring faster in the Arctic than anywhere else on the planet. Because of climate change, sea ice on the Arctic Ocean is melting and creating a new political environment for the eight member states of the Arctic Council. The Arctic Council was formed in 1996 as an intergovernmental forum for member states to address primarily environmental issues, but the institution also has the potential to manage political and diplomatic relations. The Arctic Council has been effective as a forum for member states to discuss environmental issues, but resistance by Arctic superpowers hampers its ability to become a binding institution with a political relations focus. Canada's involvement in the Arctic has been historically inconsistent, reactionary, and focused on sovereignty. The Canadian government's 2010 policy document Statement on Canada's Arctic Foreign Policy: Exercising Sovereignty and Promoting Canada's Northern Strategy Abroad should have emphasized development, governance, and regional security rather than sovereignty. As the upcoming chair of the Arctic Council in 2013, Canada has the opportunity to increase co-operation in the region and encourage the creation of a new Arctic Council working group that focuses on persuasive management of the region's political affairs.
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 | 0.001 |
| 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 | 0.000 | 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 it