Bibliographic record
Abstract
This bridge project, adjacent to the City of Kelowna and crossing Okanagan Lake, is located in the Southern Interior of British Columbia. The existing 3-lane Okanagan Lake Bridge is currently operating well over its capacity and has become one of the most congested stretches of highway in the Interior of British Columbia. The new, 5-lane William R. Bennett Bridge (WRBB) will replace the existing bridge and form part of Highway #97, crossing Okanagan Lake (approx. 1 km). This new $144 million bridge is required to relieve congestion on the highway and make the route safer and more efficient for drivers. In addition, a partnership involving the Ministry of Transportation, the City of Kelowna and Westbank First Nations will facilitate upgrading the east and west approaches to the bridge to improve traffic flow, with additional lanes and intersection improvements. The WRBB Project is a Public-Private Partnership (P3), which will be designed, built, financed and operated (DBFO) by SNC-Lavalin Inc. For the covering abstract of this conference see ITRD number E
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.150 | 0.027 |
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".