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
Jasper National Park is an international travel destination, world heritage site, and icon of Canadian identity. Although national parks occupy a prominent place in the Canadian imagination, we are only beginning to understand how their visual imagery has shaped and continues to inform our perception of the natural world, ecological issues, and ourselves. In Manufacturing National Park Nature , J. Keri Cronin draws on visual images such as postcards and tourist snapshots to show that popular forms of picturing nature can have ecological implications that extend far beyond the frame of the image. Adopting an ecocritical approach to visual culture, she reveals that packaging Jasper as a series of breathtaking vistas and adorable-looking animals masks the real threats to the park's ecosystems. In telling the story of how various groups have used photography to shape our ideas about nature, this book sets the stage for a re-examination of protection policies and acknowledgment of environmental damage in national parks.
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 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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