Activity of Little Brown Bats in Coastal Forests
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
Acriviry of liule brosn bats ras over 75 rimes grcater in lacustrine (lake) hahirat than in iorest of curorfr.['ee bats $ere derecred in forest and alnosr no bars in culover.tsars sere presenl all nighr $ith three peaks ofactirilv in lacuslrine habilal.B11 nclivill was nol correlated with insect densitr.lntroduction Of the 12 species of bats known from coastal British Columbia, the little brown bat (Myotis lucifugus\ is the most cornmon and widely distributed.It roosts in trees with cavities or loose bark bul readily uses buildings.Roosts provide shelter and protection, and are essential elements in the natural history of temperate bats.Much of the old growth forest containing suitable roosting habitat has been rnodified by intensive forestry practices.0ur objectives were to describe the activity patterns and habitat use of little brown bats in coastal forests.This information would identify habitats important to bats and assist in the development of management plans. Study Area and MethodsField work was conducted at the University of British Columbia Research Forest near Maple Ridge,
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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