Bibliographic record
Abstract
Bkejwanong—the place where the waters divide (the delta islands of Lake St. Clair)—has been called the “soul” of Anishinaabe territory. Long before Europeans arrived, the Anishinaabe occupied territory which includes parts of present-day Ontario, Michigan and Ohio. The resources found there are integral to their way of life and identity. The Anishinaabe defended this territory against Haudenosaunee warriors in the seenteenth century and its integrity was at the core of the peace they concluded in Montreal in 1701, a key element of which was the Naagan ge bezhig emkwaan, or Dish with One Spoon. The dish represented the territory and the single spoon symbolized that people from other territories would be able to eat together while peace was maintained. Recently, however, the Dish with One Spoon has been popularized as an agreement to protect the environment. The original treaty has been incorporated into “land recognition statements” that blur the territorial rights of individual First Nations. This transformation is damaging to First Nations who seek to protect their territories and resources. Walpole Island First Nation (the Council of Three Fires) is working to reclaim their Dish.
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 | 0.000 | 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 | 0.005 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.060 | 0.005 |
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".