Metrolinx: Governing the Growth of Transportation in Canada's Largest Urban Region
Bibliographic record
Abstract
The Greater Toronto and Hamilton area (GTHA) is the mostly densely populated and fastest-growing region in Canada. However, the regional transportation infrastructure has not expanded with this growth, with 75% of daily trips taken in cars. This article describes how a new transportation agency called Metrolinx is hoping to change this. Metrolinx was formed by the provincial government to serve as the organizing body for transportation in the GTHA. Metrolinx's objective is to lead policy, planning and financing for seamless interregional travel in the GTHA. Metrolinx also operates the interregional transit system in the area. Metrolinx recently released a 25-year regional transportation plan. The plan calls for a network of expanded rapid transit connecting community-oriented mobility hubs that link transit to places where people live, work and play. With this plan, 50% more residents will live and work within two kilometers of rapid transit. The plan also calls for investment in walking and cycling facilities.
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 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 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".