“Irreconcilable? The Duty to Consult and Administrative Decision Makers”
Bibliographic record
Abstract
Haida Nation v British Columbia (Minister of Forests) ushered in a new era in Aboriginal law. In contrast to the emphasis on history in section 35’s first 20 years, the Haida Nation era offered a determinedly forward-looking approach to the reconciliation purposes ascribed to Aboriginal rights by the Supreme Court. Under the Haida Nation paradigm, and the duty to consult and accomodate it imposed on the Crown in relation to pre-proof aboriginal rights claims, reconciliation is a process that “begins with the assertion of sovereignty and continues beyond formal claims resolution. Reconciliation is not a final legal remedy in the usual sense.” Nine years after Haida Nation, the legal parameters and the institutional structures involved in implementing the duty to consult and this new direction remain incomplete and formative.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.031 | 0.034 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.025 | 0.085 |
| Scholarly communication | 0.025 | 0.011 |
| Open science | 0.003 | 0.006 |
| Research integrity | 0.018 | 0.018 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".