Bibliographic record
Abstract
Campbell Road interchange is located on Highway 97 at Campbell Road, which is at the western end of the William R. Bennett (WRB) Bridge in Kelowna. The new interchange will improve traffic flow and safety for the residents in the area and provide better access on and off the new WRB Bridge. Westbank First Nation managed the project from the pre-design phase until completion. This is the first time a First Nations in British Columbia has undertaken the delivery of a large design-build project on a major highway. The project includes a 5-lane overpass for Highway 97 traffic and a dumbbell-roundabout layout for the local traffic. Design and construction of the overpass allowed the project to be completed in phases while nearly eliminating construction impacts to the 50,000 vehicles per day traveling through this site. The new overpass structure includes a 22 m span of precast concrete box girders and the associated MSE walls. The roadway geometry placed the bridge in a spiral curve and this made the bridge geometry complicated. This paper presents the design of the overpass structure and the staged construction of the interchange. The overpass structure was completed in October 2007 and the traffic was shifted to the bridge the following month. The interchange was officially opened to traffic in May 2008. The project was completed on time and within budget.
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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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.025 | 0.006 |
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".