SABNES Foreshore Trail Shuswap Lake Nature Bay, Salmon Arm BC Canada
Bibliographic record
Abstract
This 4 kilometre Shuswap Lake linear waterfront trail passes near waterfowl wetland habitat. It features a boardwalk and bird tower near the man-made six hectare Christmas Island's gull colony. A side trail of the 4 kilometre Salmon Arm Foreshore Raven Trail, the Christmas Island trail loops around an artificial island constructed with lake bottom aggregates dredged from the Salmon Arm Marina in 1989. (The marina was previously dredged in 1961.) The island is named after the late Eric Christmas, a Rotarian involved in developing the Salmon Arm Nature Bay wildlife sanctuary and related foreshore. He passed away in 1990. The low-lying island is periodically exposed or inundated resulting from Shuswap Lake's seasonally fluctuating surface levels, which vary by over four metres. A causeway and boardwalk connect the island to the foreshore trail.
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How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.003 | 0.003 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.003 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.006 | 0.003 |
| Research integrity | 0.001 | 0.006 |
| Insufficient payload (model declined to judge) | 0.057 | 0.008 |
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; both teacher heads agree on what is shown here.
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".