Hydro-Québec and the Crees: the challenges of being accountable to First Nations - case and teaching notes
Bibliographic record
Abstract
This case highlights various phases in four decades of relations between Hydro-Québec, a provincial utility, and the Crees, a First Nation living mainly in northern Quebec, progressing from conflicts and impasse to accountability. It highlights two processes: 1) the stages in the relational process between a company and a community from the perspective of a social license to operate at the interorganisational level; 2) management accounting processes, which translate into corporate commitments and agreements concerning accountability and transparency. The major purpose of this case is to provide material (background) for discussion on how a company can improve its corporate social responsibility by enhancing transparency and accountability towards its stakeholders. This case illustrates how Hydro-Québec has used accountability mechanisms such as voluntary and mandatory disclosure, environmental impact measurement and assessment, and compensation to engage with the First Nations and to build a long-term reciprocity-based relationship with them.
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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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| 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".