Value Engineering and Innovation in the Design and Construction of the Southeast Anthony Henday Drive, Edmonton
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Anthony Henday Drive (AHD) in the City of Edmonton is an outer ring road currently under development around the City's southern limits. A design-build-finance-operate (DBFO) team was formed named Access Roads Edmonton Ltd. (AREL). The team, led by ABN-AMRO Bank as the Developer with PCL Construction Management Inc. as the Design Build Contractor and TSMI as the Operator, was awarded the $493 million DBFO Contract for the southeast portion of Edmonton's Anthony Henday Ring Road in 2005. MMM Group (MMM) led the design team for the assignment that included Stantec Consulting Ltd., Golder Associates Ltd. and Applied Research Associates. This paper will discuss the use of Value Engineering (VE) in the pursuit and design process; how the VE process affords enhanced safety through the safety oversight process; the application of enhanced geometric design standards in the P3 process; and the innovation arising from the VE and the P3 process.
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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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it