Mobility Hub Guidelines: Tools for Achieving Successful Station Areas
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
Metrolinx, the regional transportation agency for the Greater Toronto and Hamilton metropolitan area, has recently developed its first regional transportation plan. This plan identifies a system of connected mobility “hubs” to ensure the efficient coordination of land use and transportation planning. These mobility hubs generally comprise a rapid transit station and the walkable surrounding area. They serve as the origin, destination or transfer point for many trips and serve both a transport and a placemaking role. To direct the planning and development of these mobility hubs, Metrolinx recently developed the Mobility Hub Guidelines. This article summarizes the Guidelines. Two key aspects of the Guidelines are highlighted: (1) a typology for classifying the current and planned urban context and transportation function at a mobility hub; and (2) strategies to overcome challenges in achieving transportation and placemaking goals. Several case studies are provided.
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.003 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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