Factors affecting Ord's kangaroo rats (dipodomys ordii) in natural and anthropogenic habitats
Bibliographic record
Abstract
Ord's kangaroo rats in Alberta occupy natural habitat which is typified by sand dunes and sandy river-valley slopes, and anthropogenic habitat in the form of sandy roads and fireguards. I studied differences in predation risk, winter microclimate, body condition, and over-winter survival of Ord's kangaroo rats in natural and anthropogenic habitat. Kangaroo rats in anthropogenic habitat appear to be at higher risk of predation than those in natural habitats. Kangaroo rats occupy burrow sites that maximize winter solar radiation, and winter soil temperatures in kangaroo rat burrow locations are colder in anthropogenic habitat than natural habitat. Kangaroo rats in anthropogenic habitat had lower fall body condition than in natural habitat, and body condition was positively correlated with adult over-winter survival. Over-winter survival rates were higher in river valley sites than dunes or roads. My results suggest numerous, potentially cumulative, negative implications for kangaroo rats occupying anthropogenic habitats.
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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 | 0.000 | 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) | 0.001 | 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 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".