Visions of wilderness in the North Bay communities of California
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
The Wilderness Act of 1964 defines American wilderness as “untrammeled” and remains the guiding law in wilderness management despite harsh critiques of the concept in the intervening 50 years. In the North Bay region of California, the “untrammeled” designation is part of a matrix of protected lands that makes its way into the daily lives of local residents. Using three such cases, a Visions of the Wild festival, the drawn‐out legal battle over aquaculture in Drakes Bay and in upgrading a highway connecting two major North Bay communities, the concept of wilderness is a concept on trial. In each of these cases, the ethnic diversity of the area contributes to conflict in understanding and decision‐making. However, as the festival demonstrates, direct stakeholder‐driven discussion of the concept can highlight shared values in nature despite the apparent differences.
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 | 0.000 |
| 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