Alberta Environment and Sustainable Resource Development
Bibliographic record
Abstract
The Lower Peace Region is one of the seven land-use regions defined in Alberta’s Land-use Framework. It spans the north-west portion of Alberta, running easterly from the Alberta-British Columbia border to the eastern edge of Wood Buffalo National Park. The Region contains significant development of the forest and energy sectors. Eight of the 20 Forest Management Agreement Areas in the province are either entirely or partially located in the Region. Conventional well sites and pipelines are abundant. Agriculture is present in the south central portion of the Region along the Peace River. Wood Buffalo National Park makes up 19 % of the area of the Region and provides significant landscapes of undisturbed forest. In addition, the Park provides unique karst topographies and additional recreation and tourism opportunities. In total, parks and protected areas cover 22 % of the Region. The topography of the Region is fairly uniform. The only significant elevation features are the Clear Hills and Caribou Mountains. The Region’s climate and soil have resulted in the development of both coniferous and deciduous forests throughout the Region. There is a large component of wetlands in the Region, occurring mostly in Wood Buffalo National Park. Forests are mostly in the immature to mature stage of seral stage development and this is confirmed by
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.025 | 0.002 |
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".