Social costs of coping with energy insecurity at Deschambault Lake, Saskatchewan: a community resilience perspective
Why this work is in the frame
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Bibliographic record
Abstract
This paper examines how energy insecurity tests and strains the social resilience of a First Nations community in northern Canada. The different ways in which energy insecurity is experienced in northern remote communities are examined. The social resilience among Indigenous communities is found to be composed of traditions rooted in a sense of belonging to place, a culture of sharing and generational knowledge, leadership structures founded in trust and shared values, and the ethic of cooperative communal service. Applying these factors and comparing the relationships between social resilience and energy insecurity at Deschambault Lake community, results show that coping with uncertain energy systems compels Indigenous communities to leverage their social capital and capabilities, which can in turn give rise to periods of increased social vulnerability and strained social resilience.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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 it