Alberta Environment and Sustainable Resource Development
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
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
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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 it