Bibliographic record
Abstract
It was supposed to be a day of short, easy paddles and portages. But that is before the winds show up, gale force and pummeling wave after wave against us, determined to lock us down on the island. We pull our three canoes laden with children and camping gear along the edges of the rocky shore to try to find an easier launching point. The teens then take steering positions, as we throw our shoulders into our paddles and dig, over, and over into those icy blasts of heavy, strong-armed water. Any lapse sends the canoe back. One slip of weight, and we’ll tip, losing all our gear, and we’ll have to struggle to stay alive against hypothermia, even in August. We’re tired. We’re cold. And we’re swearing against the powers that push at us, testing us. But we’re alive and we know it. We feel it in our bones and spirit like never at home. And we’re so darned grateful to be here. This is the wilderness. No directions came with this country—the Boundary Waters Canoe Area Wilderness (BWCA) between Minnesota and Ontario. They could have been so easily lost. In the 1930s and 1940s, Aldo Leopold, Sigurd Olson, and other lovers of the outdoors saw these granite-sheathed lakes for what they were—places of rugged beauty and unspoiled wild communities that once developed could not be recovered. They called a halt to unthinking “progress” for a chance to rest in what was and preserve it for the future. Leopold explained that “Recreation is valuable in proportion to the degree to which it differs from and contrasts with workaday life.” So if Leopold were here, what progress would he note on the wilderness front, where the waves of progress push so hard against the concept? First, he would have admired the persistence of his comrade Howard Zahniser from the Wilderness Society. How “Zahnie” patiently built partnerships over his ten years as secretary of the Society and then persevered for another nine crafting the Wilderness Act. He endured 65 drafts and all the associated lobbying of Congress.
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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 | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.016 |
| Scholarly communication | 0.013 | 0.015 |
| Open science | 0.002 | 0.010 |
| Research integrity | 0.004 | 0.008 |
| Insufficient payload (model declined to judge) | 0.097 | 0.023 |
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".