Selecting Communities for Piloting the New Reduced Speed Limit on Residential Roads in the City of Edmonton
Bibliographic record
Abstract
In October 2009, Edmonton City Council, with support from the Edmonton Federation of Community Leagues, initiated the residential speed reduction pilot project. The Office of Traffic Safety (OTS) was tasked to develop and initiate the pilot project, identify six residential communities for proposed speed limit reduction, and reduce the speed limit from 50 km/h to 40 km/h. This paper reports the selection criteria and the use of the Analytic Hierarchy Process (AHP), a multi-criteria decision analysis tool to create a ranked list of neighbourhoods. Additional criteria such as incoming and ongoing neighbourhood road rehabilitation plans, neighbourhood development and roadway network types were used to further scrutinize the ranked list and select six communities for the pilot project. The project commenced on May 1, 2010 and concluded October 31, 2010. (A) For the covering abstract of this conference see record control number 201111RT334E.
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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 | 0.001 | 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) | 0.001 | 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".