Sustainability in Proximity to Industry: The Case of Critical Events in Walpole Island
Bibliographic record
Abstract
The Walpole Island First Nations Reserve (#46), or Bkejwanong (the place where water divides), in Ontario is the southernmost reserve in Canada.Approximately 740 square kilometers in size, Walpole is home to 2,300 permanent residents-out of a band membership of 3,100-from the Ottawa, Ojibwa, and Potawatomi nations.This community is situated in the extreme northeastern corner of the mouth of the St. Clair River.The river flows south from the outflow of Lake Huron, one of the Great Lakes, sixty-four kilometers to Lake St. Clair (see Figure 1).Walpole Island is a bird-footshaped land mass that is surrounded by water on all three sides: the St. Clair River on the northwest, the Chenail Ecarte or Snye River on the northeast, and Lake St. Clair on the south.These waters and their tributaries are primarily responsible for having fashioned the six islands (from east to west: St. Anne, Walpole, Squirrel, Potawatomi, Bassett, and Seaway) that compose Walpole Island as well as three other American islands: Harsens, Russell, and Dickinson, which complete this delta system.Walpole Island circumscribes the Canadian portion of a larger Lake St. Clair wetland delta.It is connected to the Canadian mainland by a swing bridge and to the United States by boat or ferry.Walpole Island's being poised on the Canada-United States boundary at Canada's southernmost border informs a collective identity, one that is also fortified by the community's status as unceded.This status is the result of the fact that Walpole Island was left to Native people as their home by default, although no treaty was ever signed that designated the current land mass as theirs.Partly as a result of this history and also due to its proximity to the
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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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.015 | 0.006 |
| Scholarly communication | 0.008 | 0.004 |
| Open science | 0.002 | 0.007 |
| Research integrity | 0.004 | 0.004 |
| Insufficient payload (model declined to judge) | 0.012 | 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 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".