Bibliographic record
Abstract
Created in 1998, TransLink, the South Coast British Columbia Transportation Authority, is the transportation authority for the Metro Vancouver region, which consists of 21 municipalities with a total population of 2.2 million. TransLink is the first North American transportation authority responsible for an integrated regional transportation system, including regional roads and public transit services. In addition, TransLink is responsible for regional cycling and commuting options, mobile emissions (AirCare), and Intelligent Transportation System programs, and has shared responsibility for the Major Road Network (MRN) with municipalities in the region. Transport 2040 serves as TransLink's long term strategy for building a sustainable transportation system within Metro Vancouver. The key focus of the document is sustainability, seeking to both enhance the sustainability and viability of Metro Vancouver's transportation network and the region as a whole. Transport 2040 is not a plan for investment. Rather, it provides the direction and the strategies that will provide the guiding framework for 10?Year Transportation and Financial Plans. As a strategy, Transport 2040 is a high?level document that articulates a vision for TransLink and its role in the region, defining what it is to be a sustainable transportation system and setting out the goals and direction that will allow us to realize it. This project was nominated for teh TAC 2008 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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.010 | 0.002 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.004 | 0.004 |
| Insufficient payload (model declined to judge) | 0.020 | 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".