"Every drop of water will be desired": The Lake Minnewanka and Spray Lakes controversies in Rocky Mountains National Park, 1912--1931.
Bibliographic record
Abstract
The notion of the national park as an area where human enjoyment of natural scenery took precedence over, and was incompatible with natural resource development was constructed in Canada between 1907 and 1931. During this time period, Canada's National Parks Branch went from building its own dam on Lake Minnewanka, in Rocky Mountains National Park (later Banff National Park), to vigorously opposing the construction of new dams on that and other park lakes. The emerging parks and conservation movements ultimately diverged over the proposed development of the Spray Lakes and Lake Minnewanka between 1922 and 1931. The result -- a recognition that human enjoyment of national parks was incompatible with resource development, but that development projects could take precedence over park land -- was a compromise which reflected the divergence between these two branches of the Canadian environmental movement. --P. ii.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.032 | 0.015 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.009 |
| Insufficient payload (model declined to judge) | 0.006 | 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".