Lessons for becoming bison wise and bear aware in Elk Island National Park
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
Biospheres are working landscapes that promote conservation and sustainable land-use while also providing space for outdoor recreation, environmental education, and research. This study focuses on Elk Island National Park in Alberta, Canada, which is part of the Beaver Hills Biosphere. The park is home to bison and black bears and growing visitor numbers have increased the potential for human-wildlife conflict. With a focus on the promotion of human-wildlife coexistence, this study takes a mixed-methods approach to develop and evaluate an environmental education program targeted to improve visitor awareness about safety around bison and bears at Elk Island National Park. The program was found to be effective in teaching visitors about safe behaviors around wildlife and key themes arose about important learning outcomes. In particular, the findings indicate interpretation and environmental education programs have the potential to increase awareness about safety for both humans and wildlife and shift away from more human-centric perceptions.
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.
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) | 0.000 | 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) | 0.000 | 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