The Impact of CO2 – Induced Warming on Downhill Skiing in the Laurentians
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
Using the two climatic change scenarios selected by the Canadian Climate Centre, an attempt has been made, using snowcover suitability percentiles, to estimate the resilience and sensitivity of downhill skiing in the Lower Laurentians to the suggested changes in temperature and precipitation. The scenarios suggest an average winter increase in the range of 0 to 16 percent for precipitation and 7.6 to 9.3° F (4.2 to 5.2° C) for temperature. These changes could possibly result in a reduction of the marginally reliable and reliable ski seasons in the Laurentians by 40 to 89 percent respectively with a minimum financial loss of 10$ million and a maximum loss of virtual elimination of the ski industry in this area. It would appear then that downhill skiing in the Lower Laurentians has some resilience to the suggested conditions of one scenario but not the other. In addition, the sensitivity analyses indicate that the ski season length in this part of Canada is little affected until the average winter temperature increases by 4° F (2.2° C).
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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