Life of coal mine planning : engaging in land use planning at Luscar and Gregg River mines
Bibliographic record
Abstract
Luscar Mine and Gregg River Mine lease areas are located along the front range of the Rocky Mountains, adjacent to Jasper National Park, Canada. The active mining area has been reclaimed resulting in the reestablishment of the area as part of the home range of wildlife species, including bighorn sheep, elk and provincially threatened species such as grizzly bear and Athabasca rainbow trout. In addition to these prominent species, significant wildlife diversity has emerged and continues to evolve. The Luscar and Gregg River Mines Land Management Plan Working Group was formed to develop a land management plan and consists of membership from Alberta Sustainable Resource Development (ASRD), Teck Resources Ltd., Coal Valley Resources Inc., Alberta Environment and Yellowhead County. The methodology employed for land management planning involved communities, interest groups and the public. The process engaged stakeholders representing a variety of community interests. The process established a vision for the area that would allow for management of the reclaimed habitat and re-colonising populations of wildlife along with reasonable and appropriate human use, thus providing opportunities for interpretation, education, recreation and ecotourism. The process provided an opportunity for collaboration among provincial and local government, industry, stakeholders and the public to explore a more strategic and integrated land management approach to end-land-use planning.
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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.015 | 0.004 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 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 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".