Bibliographic record
Abstract
"Wilderness" is a concept which has undergone a radical change in recent years. Owing to the scale of global destruction of the wilderness and its various ecosystems, the idea of wilderness has been transformed from its original negative sense as an Other into a matter of public concern. This as replaced the understanding of "wilderness " not only as a place but as a category closely linked with the development of buman culture. As the result of human practice and representation, nature is thus also political Models and concepts of nature in the creative arts can be indicative of a certain culture's relationship with nature, as they communicate prevailing ideologies. This is particularly pertinent to concepts of nature in Canada where wilderness includes vast tracts of forests, lakes and an Arctic North, which has led to a distinctively Canadian relationship between Canadians and their natural environment. The change in the literary representations of interactions between humankind and environment in Canadian fiction - from the "double vision" resulting from the view of the wilderness both as a threatening Other and free space; to the view of threatened nature as a means of identification; and, finally, as a post-modem place of transgression and possibility - invites questions about both the semiotic threshold between nature and culture, and about the function of boundaries in the constitution of identity.
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 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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.005 | 0.032 |
| Scholarly communication | 0.008 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| 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 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".