Bibliographic record
Abstract
Highway 97 runs through the Okanagan region of British Columbia and crosses Okanagan Lake at Kelowna. By year 2000 an existing 3 lane floating bridge, opened in 1958, was in need of replacement due to severe traffic congestion and significant deterioration. Traffic volumes in excess of 50,000 vehicles/day were causing substantial delays crossing the only bridge across the 135 kilometre long lake. Delays were compounded by the requirement for the bridge to be temporarily closed to accommodate marine traffic. The Province of British Columbia examined alternatives to address the issues of a highway crossing Okanagan Lake and established project objectives to address safety, traffic capacity, tolling, marine traffic, pedestrians and cyclists. The project ruled out rehabilitation and then focused on a new crossing of the kilometre wide lake. After examining cable stayed and tunnel options a combined floating and elevated structure was selected as the preferred solution to meet all project objectives. The bridge was delivered as a Public Private Partnership DBFO project with SNC Lavalin selected as the Concessionaire in June 2005 with a design/construction cost of $(Cdn)144.5 Million. The 5 lane bridge was completed in May 2008, 3 months ahead of schedule and on budget.
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 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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 teacher head, 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".