Adaptive Traffic Signal Control Pilot Project for the City of Surrey, Canada
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
The City of Surrey, which is currently the 12th largest city in Canada by population, has been the fastest-growing municipality in British Columbia over the past decade, and is on pace to surpass Vancouver as BC’s largest city sometime over the next twenty years. With this continued rapid growth, there is a growing need for a better, more cost-effective method to more efficiently manage the traffic demand. To address this need, a public private partnership was formed between the City of Surrey, Delcan Corporation and Transport Canada to implement and evaluate an Adaptive Traffic Signal Control (ATSC) Pilot Project. The scope of the project was to demonstrate th e integration of an open platform traffic adaptive control system with the City’s existing traffic signal control infrastructure, and to evaluate the benefits of adaptive control. This paper describes the results of the system deployment and actual field surveys, including lessons learned.
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.
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 it