Closing the regulatory gap: revisions to the conventional practice of ex-post plans for EIAs to protect the valued components of Aboriginal peoples in Canada
Bibliographic record
Abstract
Aboriginal peoples have distinct perspectives and relationships with the terrestrial and aquatic settings and components that sustain cultural modes of life. Valued components derived from these cultural understandings are to be incorporated into environmental impact assessments (EIA) that occur in their respective territories. Despite this technical and legal basis, Aboriginal cultures are often inadequately accounted for in many ex-post plans of development activities and projects. This paper examines changes made to the regulatory requirements of an ex-post plan that involved Aboriginal peoples and a pipeline project located in north-east British Columbia, Canada. The research context and the revisions made to the conventional practice are presented, followed by a discussion of the possible broader implications for future EIAs. The study provides useful insights into the deficiencies of conventional practices and contributes to technical understandings in terms of integrating and protecting Aboriginal cultures through ex-post plans.
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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 | 0.000 | 0.000 |
| Open science | 0.001 | 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".