Bibliographic record
Abstract
The City of North Vancouver is located on the North Shore, in the Metro Vancouver area. In the last decade, substantial changes occurred in the City and the Metro Vancouver region. The Official Community Plan (OCP) developed in 2002 gives the highest priority to walking, cycling and transit modes. Development of the Long-term Transportation Plan started in 2006, and this plan has been completed and will be considered for endorsement by the City Council in April of 2008. The Plan is intended to provide a strategic vision of the multi-modal transportation system to serve the City of North Vancouver for the next 20 years and beyond. This is a progressive transportation plan, designed to support walking, transit and cycling; to work toward a balanced transportation system that is strongly integrated with the City's other plans and programs and with our neighbouring municipalities; and to support efficient movement of people and goods. The Plan supports creation of complete streets that would provide safe access and mobility for all users whether they are pedestrians, cyclists, transit users, drivers, able or with disabilities. This project was nominated for the TAC 2007 Sustainable Urban Transportation Award.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.005 | 0.000 |
| Scholarly communication | 0.003 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.044 | 0.011 |
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 source (direct Gemma or distilled Codex), 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".