A Distributive Aboriginal Political Culture is Alive and Well in Northern Saskatchewan
Bibliographic record
Abstract
Many suggest that northern Aboriginal political culture has largely been lost due to political and economic colonization. This paper suggests otherwise. Based on research findings from a northern political engagement study, it argues that northern Aboriginal political culture remains strong despite the pressures of modern life. At a recent meeting, Indigenous Alumni from the Masters in Northern Governance and Development (MNGD) Program went a step further suggesting that while northern Aboriginal culture was resilient, it needed support in many areas including language retention, training, youth education and protection of local knowledge. It was suggested that a formalized network of Northern Aboriginal Scholars could provide significant support. Aboriginal Peoples in northern Saskatchewan developed a distinct 'way of life' in that region blending historical cultural values and a mixed-wage economy. Over 86% of the 37,000 people living in the 45 northern Saskatchewan communities (municipalities, reserves) are Woodland Cree, Dene and Métis peoples. The north is their traditional homeland. Findings from a three-year research study (2010-2013) on northern Aboriginal political engagement illustrated a high desire (96.3%) by Indigenous people to protect their traditional northern ways of life (hunting, trapping, fishing, gathering) and the distributive values associated with it. This and other findings suggest that Aboriginal political culture in northern Saskatchewan is changing but is still alive and well.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".