Rehabilitating and Restoring Unique Landscapes within Five Watersheds along the Bay of Fundy, Nova Scotia, Canada Water Quality Monitoring Data
Bibliographic record
Abstract
The Five Watersheds Project, formally known as "Rehabilitating and Restoring Unique Landscapes within Five Watersheds along the Bay of Fundy, Nova Scotia, Canada" is a multi-year Coastal Restoration Fund Project – a program component of the multi-year Oceans Protection Plan (OPP), of the Government of Canada. The five-year project will address issues of coastal erosion and physical barriers to fish passage in the (1) Chiganois, (2) Debert, (3) Folly, (4) Great Village, and (5) Portapique Watersheds (the Watersheds), within the Cobequid Bay of the Inner Bay of Fundy in Nova Scotia. From that information, the Project will identify areas of habitat concern and create a restoration plan with a focus to ameliorate fish passage barriers caused by aboiteaux, degraded culverts, and erosion.
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 | 0.006 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.004 | 0.008 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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 teacher head, 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".