Bibliographic record
Abstract
The past year was a busy one for the energy industry, with many reported decisions of significance. Key decisions regarding constitutional jurisdiction, the duty to consult, and judicial review kept the industry in a pattern of optimism and hesitancy. This article summarizes a number of recent judicial decisions and provides commentary on their significance to Canada’s energy industry. In particular, decisions reviewed in this article cover subjects including constitutional division of powers, the Crown’s duty to consult, oil and gas leases and purchase and sale agreements, environmental remediation and liability, insolvency, intellectual property, tax, remedies and injunctive relief, class actions, conflict of laws, arbitration, and judicial review. In each case, the facts, a summary of the decision, and commentary on the outcomes and future implications for energy lawyers and the industry are canvassed. With the past year of decisions finishing with COVID-19 restrictions, the energy industry saw some of the most drastic change in recent memory. The industry will need to exercise perseverance in these tumultuous times in order to adapt, withstand, and recover from the changes of this past year.
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 | 0.023 | 0.067 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.019 | 0.014 |
| Scholarly communication | 0.013 | 0.005 |
| Open science | 0.005 | 0.003 |
| Research integrity | 0.023 | 0.022 |
| Insufficient payload (model declined to judge) | 0.006 | 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".