Alberta's Oil and Gas Boom Fuels Land-Use Conflicts – But Should the EUB be Taking the Heat?
Bibliographic record
Abstract
The Alberta Energy and Utilities Board (EUB) is at the centre of a growing 'storm' of land-use conflicts arising from oil and gas activities. The public typically looks to the EUB to resolve those conflicts, because of the EUB's role as the province's primary regulator of oil and gas operations. However, the EUB is poorly suited to handling this role because: (1) there is a lack of adequate, high level policy and planning to guide the EUB's decisions; (2) the EUB's 'public interest' determinations are skewed by Alberta Energy's issuance of mineral rights; and (3) the EUB lacks authority to manage the cumulative effects of all activities on all types of land bases. For these reasons, the public should look to Cabinet and the Legislature, as well as the EUB, for resolution of land use conflicts.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".