Critique of Oil Sand Exploitation in Indigenous Community from a Perspective of Political Ecology
Bibliographic record
Abstract
The high demand of energy and the goal of reducing energy-related pollution emission are both urgent needs in contemporary global discussion, and the topic of sustainable development and the concept of sustainability are integrated through the discussions. Canada is one of the largest oil-producing states due to its large oil sands deposits in Northern regions where is also important reservoir for indigenous communities. The large-scale oil sand extraction by energy corporations and the promotion from governments along with the colonial heritage has caused degradation in vulnerable indigenous communities environmentally, socially, and culturally. This paper adopts a political ecology approach and integrates the study of extractivism and the concepts of consumption and metabolic rift into the case analysis on the power structure underlying the oil sands exploitation in McMurray Metis indigenous community, which provides an insight into unequal and asymmetric power structure among the oil industry, the government, the indigenous community, and the public.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| 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 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".