Introducing Circumpolar Institutes: The Deline Knowledge Centre
Bibliographic record
Abstract
Our community of Déline/Where the River Flows, in the Sahtu region of the Northwest Territories, is home to approximately 650 Dene, Métis and nonaboriginal people. It is the only human settlement on Sahtu/Great Bear Lake, the largest lake in Canada and ninth largest in the world in terms of surface area (31,326 km) and volume. Situated within the Arctic Circle, it is the largest lake in the world to exist in a relatively pristine condition despite historical uranium mining impacts. The Sahtugot’ine/Great Bear Lake people have been living with the chronic environmental, health, economic, and social impacts of the mine that operated at Port Radium on the eastern shores of Great Bear Lake. Originally mined for radium in the 1930s and later for uranium ore, all of which was shipped and utilized in the atomic bomb on Hiroshima during World War II, the mine site and surrounding area is now radioactive.
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 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 | 0.008 | 0.011 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.006 | 0.003 |
| Scholarly communication | 0.010 | 0.010 |
| Open science | 0.003 | 0.016 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.069 | 0.018 |
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".