Concepts for Durable Post-Tensioned Bridges over Highways in Ontario, Canada
Bibliographic record
Abstract
<p>Cast-in-place post-tensioned concrete bridges present certain advantages over slab-on-girder bridges and they make up 20% of the Ontario Ministry of Transportation’s bridge inventory. Despite their excellent performance, relatively few are currently built. This paper presents two concepts for cast-in-place post-tensioned concrete bridge replacements over existing highways which overcome some perceived shortcomings. The first concept is two-span cast-in-place voided slab underpass with monolithic pier columns and integral abutments on caissons. The superstructure is cast 1.2 m above the final profile to allow for falsework clearance over three lanes of highway in each direction, and jacked down to the final alignment. The second concept is a single-cell box girder underpass with two spans of 37.5 m, monolithic pier column, and integral abutments.</p>
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".