Young Consultant's Award: Downtown Vancouver Transportation and Emergency Management System
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
Vancouver is the site of many special events, including the 2010 Winter Olympic Games. This article describes the Downtown Vancouver Transportation and Emergency Management System (DVTEMS), which was designed to assist in the preplanning evaluation of special events and potential associated emergency situations. The objectives of the model are to produce measures that are useful to a variety of stakeholders, improve the efficiency and effectiveness of information sharing, capture characteristics unique to the events being evaluated, and perform applications under normal, special event and potential emergency conditions. The DVTEMS model incorporates original modeling techniques and custom modeling scripts to capture a high level of pedestrian detail and pedestrian-vehicle interactions, which allows for its application to a broad range of scenarios and evaluations. The City of Vancouver is using the DVTEMS model to test its own set of subscenario parameters and is expanding the model to include additional scenarios and events.
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