Bibliographic record
Abstract
Linear developments, such as roads, are recognized as major contributors to wetland fragmentation. Studies have shown that the barrier effect of roads result in inbreeding among wetland species and reduced genetic diversity. For amphibian species, heightened risk of local extinction due to population dynamics, and decreases in the ability of species to re-colonize otherwise suitable habitat have been cited. This publication examines strategies adopted to mitigate fragmentation effects on sensitive wetland habitats. Corrugated steel culverts are evaluated for their effectiveness as transit corridors for amphibians and small mammals at Vancouver Island locations. Tracks of several species are recorded and analyzed for occurrences over time. Recommendations are made for improved monitoring of amphibians and small mammals near roads, and for enhancing the performance of culverts as transit corridors beneath roads. Comparative trials compare preferences of the Rough-skinned Newt (Taricha granulosa) for corrugated steel culvert treatments. Results of the trials show amphibian preferences for the amount of moisture, the amount of light, and substrates used within steel culverts.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| 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 | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.019 | 0.013 |
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".