Strong Along-Channel Winds on the Coast of British Columbia: Synoptic Climatology and Case Studies.
Bibliographic record
Abstract
Strong along-channel winds on the coast o f British Columbia have been investigated at several locations.Large-scale (synoptic-scale) atmospheric situations have been determined for different types of the along-channel winds that blow up and down channels throughout different seasons.Wintertime outflow winds are associated with a sea-level high-pressure area over the interior o f British Columbia caused by an arctic air mass.Wintertime inflows are caused by sea level lowpressure systems that advance toward the coast of British Columbia.Summertime inflows are initiated by a frontal passage or an inland thermal trough.Case studies at Howe Sound are provided utilizing a period of intensive observations.Inflows (outflows) are accompanied by higher (lower) temperature and dew point and caused by an along-channel pressure gradient pointed inland (toward the coast).An outflow case shows potential hydraulic features, and the vertical structures o f two cases indicate a lower gap flow layer within 1-2 km height.
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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 | 0.001 | 0.005 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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".