NWIC Upper Plateau Separation Project: Reducing Flood Risk through Innovative Storm Catchment Separation
Bibliographic record
Abstract
The community of Sunnyside in Calgary, Alberta, is partially located within the Bow River floodplain. Sunnyside is protected from river flooding by an existing earth berm. The berm also prevents storm flows from being conveyed overland into the Bow River. Following a flood in 2013, the City of Calgary engaged Associated Engineering to complete a drainage study. It examined the drainage system within the community and recommended several drainage improvements. One of the improvements identified was a separate storm trunk to convey storm runoff by gravity, using an inverted siphon, from the Upper Plateau area directly to the Bow River. This new stormwater trunk intends to reduce the risk of stormwater surcharging in Sunnyside during elevated and low river level events on the Bow River. The proposed trunk, together with other improvements, reduces the risk and magnitude of overland flows, due to extreme rainfall events, from entering the community.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".