Hydrogen Roadmap: Policy, Regulation, and Prospect for Future Developments in Alberta
Bibliographic record
Abstract
The world is decarbonizing and stakeholders are taking steps towards transitioning from fossil fuels to alternatives. Certain governments and industries — such as those in Alberta— have a keen desire to manage this transition in a manner that lessens or avoids significant declines in economies heavily reliant on traditional oil and gas development. Hydrogen is a unique clean energy alternative put forward as a path which can balance these tensions. This article provides a high-level overview of hydrogen, including what makes it attractive as a “clean” fuel as well as its limitations, and examines domestic and international policies, regulations, and prospects for future hydrogen development. By bringing together the Alberta, federal, and international perspectives, this article aims to answer the question of whether regulatory and legislative reform is needed in Alberta to adapt to hydrogen and ultimately suggests that minor amendments to existing regimes are sufficient at this time.
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 | 0.005 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.008 | 0.004 |
| Scholarly communication | 0.010 | 0.002 |
| Open science | 0.004 | 0.002 |
| Research integrity | 0.010 | 0.004 |
| Insufficient payload (model declined to judge) | 0.010 | 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".