Returning home: indigenous displacement in Manitoba’s Interlake region
Bibliographic record
Abstract
The practicum is a discussion of western laws, policies, and agreements that have altered connections and relationships to the land within the context of the internally displaced community of Lake St. Martin in Manitoba's Interlake Region. It is important to acknowledge that there are a multitude of laws, policies and agreements that exist within Provincial and Federal jurisdictions and that the practicum begins to provide an overview of the complexities of these relative to Indigenous communities in Manitoba and the land. The Indigenous reserve of Lake St. Martin First Nation, in the Interlake Region of Manitoba is the focus of the practicum work. In the Spring of 2011, the Government of Manitoba diverted flood water to Lake Manitoba and then to Lake St. Martin. This artificial diversion saturated much of the original reserve land of Lake St. Martin First Nation and has continued to displace members to this day. The practicum identifies a pattern of displacement through case study analysis and seeks to consider how to move forward in a spirit of reconciliation through the lens of a student in landscape architecture.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.021 | 0.006 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.005 | 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".