Bibliographic record
Abstract
This project proposes a comprehensive road and heavy rail infrastructure solution between Nisku, Leduc and Edmonton in the south and Fort McMurray and the various oil sands operations in the north. The physical description of the project, its stakeholder benefits and a business case to successfully achieve its financing and ongoing operation were outlined in the Phase One report, dated March 15, 2004. All the elements of the business case have now been examined in substantial detail. As a result of this work the conclusions of Phase One have been confirmed. The project will have positive economic and social benefits for all affected stakeholders. In preparing the enclosed report, conservative volumes of industrial traffic and realistic assumptions of the industrial and oversized volumes that will be attracted to rail have been used. Costs have been carefully calculated. The project has been thoroughly examined from the perspective of government, affected communities and their citizens, as has its impacts on business, particularly present and future oil sand operations. A wide range of project risks and their mitigation have also been studied. I wish to emphasize one particular point – if the results of the project investigation had turned out to be negative and the concept was determined to be neither economically viable nor timely, we were completely prepared to walk away from the initiative and recommend no further work. However, such is not the case. The project does have significant merit and should be pursued. This Initiative identifies a rare opportunity to create a complete and comprehensive infrastructure system that will help to assure that the enormous potential of the Athabasca Oil Sands are realized.
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 | 0.017 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.002 |
| Scholarly communication | 0.009 | 0.006 |
| Open science | 0.001 | 0.013 |
| Research integrity | 0.006 | 0.006 |
| Insufficient payload (model declined to judge) | 0.144 | 0.066 |
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".