Vermilion River Aquatic Ecosystem Assessment
Bibliographic record
Abstract
The North Saskatchewan Watershed Alliance (NSWA) is responsible for making watershed management recommendations to the Government of Alberta. The North Saskatchewan River (NSR) watershed is comprised of 12 sub-watersheds, one of which drains toward the Vermilion River (VR). Although the VR watershed covers a relatively large (14%) portion of the total NSR watershed, information regarding the aquatic ecosystem is not readily available. On behalf of the NSWA, CPP Environmental (CPPENV) completed an aquatic ecosystem assessment of the VR including aquatic habitat and water quality, vegetation, macroinvertebrates, and fish. Seven sampling stations were surveyed from August to September in 2015, which corresponds to the locations visited in 2014 for water quality sampling. In late summer of 2015, flow was either non-existent or detected in trace amounts at all stations, except for the downstream-most station VER6. At each station, 5 transects were established, spaced 50m apart, representing a 200m reach.
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 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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.015 |
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; both teacher heads agree on what is shown here.
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".