Characterizing and Comparing Backcountry Trail Conditions in Mount Robson Provincial Park, Canada
Bibliographic record
Abstract
Two backcountry trails located within the Mount Robson Provincial Park boundaries in British Columbia, Canada, are compared for the type of ecological characteristics and the influence of topographical use level and management on trail degradation. Data on five trail impact variables were collected at 68 fixed line transects, and information on management features, use level, and water-related problems were based on a survey of 31 km of trails. Results show that the two trails are similar in several ecological characteristics. The Berg Lake Trail (BLT), considered to be highly used and intensively managed, had more significant ecological problems than did Mount Fitzwilliam Trail (FWT), considered to be less highly used and intensively managed. However, ecological impacts on the FWT appear to be statistically no less different than on the BLT. It is concluded that effective trail management can mitigate many ecological problems that result due to the natural topographic conditions and use levels.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".