Highway Approaches of the New Champlain Bridge Corridor
Bibliographic record
Abstract
The New Champlain Bridge project corridor extends over a length of approximately 8.5 km. The highway approaches of the bridge corridor include the reconstruction of two major interchanges in Montreal and the widening and reconstructing of both Highways 15 and 10 over 4.5-kilometers in highly urbanized neighbourhoods within Montreal and its suburbs. Highways are equipped with aesthetically pleasing retaining walls, EPS walls as well as noise barriers to satisfy the needs of the community. Furthermore, the construction of a new 470-metre bridge connecting Montreal Island to Ile des Sœurs (Nuns’ Island) represents one of the highlights of the highway approach corridor structures. Both cyclists and pedestrians will be able to safely travel over the project corridor on a multiple- use path and stop at one of the many belvederes to gain an exceptional view of the city. Durability is also a key design consideration, with a 125-year design life set as design criteria.
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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 | 0.001 | 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) | 0.026 | 0.002 |
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".