A road runs through it: Aboriginal citizenship at the edge of urban development
Bibliographic record
Abstract
The Tsuu T'ina Nation, a First Nations reserve established following the Treaty 7 in southern Alberta, lies to the immediate southwest of the city of Calgary. Expansion of the city in the post-World War II era has brought residential and commercial development up to the north, east and south boundaries of the Nation. The political and natural geography of the two communities led to proposals beginning in the 1960s to build a commuter road through the reserve to alleviate Calgary's traffic congestion. The local Native/non-Native relationship, despite many points of informal contact between the communities, is limited to negotiations over this road. This long-standing issue reveals much about the local practices of Aboriginal citizenship in the pressure Calgary's development places on the Tsuu T'ina, as well as the opportunities proximity to the city presents for the band. Calgary's position restricts the expression of Tsuu T'ina identity, assertion of land rights, and the band's economic development.
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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 | 0.002 |
| 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 | 0.017 |
| Scholarly communication | 0.009 | 0.005 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.003 | 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".