A Wilderness of Smoke and Mirrors: Exploring Interstitial Spaces in the Anthropocene
Bibliographic record
Abstract
Monument 83/Holdover Peak is located along the international border of Canada and the United States. Situated in a subalpine clearing of E.C. Manning Park in southwestern British Columbia, this area is part of the shared traditional territories the Stó:lōand Similkameen First Nations. It was traditionally used as a meeting ground for fishing, hunting,and trading, and the present-day Skyline Trail was a well-used travel route. Monument 83 is notable for its location as a fire lookout site. The US Forest Service built a cupola-style log cabin in 1930, but an international border survey during the 1960’s determined that the existing lookout was actually located on the Canadian side of the border, so it became the southernmost fire outlook in Canada(Redwic, n.d.). Today two fire towers exist, situated in a burnt-outregion: the old lookout ontothe Canadian side and the more recently built fire tower on the American sideof the border, which is still used occasionally. ...
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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 | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.007 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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".