Bibliographic record
Abstract
The St. Lawrence Seaway, constructed between 1954 and 1959, had a significant impact on the Mohawk community of Kahnawake. Located on the shores of the St. Lawrence River, Kahnawake was faced with the expropriation of 1,262 acres of land for the construction of a canal that effectively cut off the community's access to the river and reduced its land base. Regarded by its members as one of the most important events in Kahnawake's history, the Seaway has become part of the everyday discourse of the community. This thesis examines two recurring themes in the discourse about the Seaway---the factionalism in the community at the time of the construction, and memories about the river---and illustrates how this event informs the present political identity of Kahnawake. The Seaway has become a metaphor for the intrusiveness of the Canadian government and the necessity of resisting any encroachment on Kahnawake's autonomy, and as such has played an important part in the development of nationalism in this community.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.015 | 0.010 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".