Exploring the X-Minute City by Travel Purpose in Montréal, Canada
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
To achieve the x-minute city, we need to understand which destinations are currently reachable or can be reached by sustainable modes within a defined travel time threshold. We find that concentrating on a set of destinations (Leisure and Shopping) and disregarding work trips from the definition of x-minute city can potentially make this concept a more attainable one for 15- and 30-minute city concepts in the North American context. For shopping trips, near half of the current car trips can be replaced by sustainable modes and still be carried out in less than 15 minutes, whilst around 70% of car trips can be replaced by sustainable modes and conducted in less than 30 minutes. Incorporating public transport as a sustainable mode in the x-minute city definition will make it a more achievable one for a specific set of destinations and encouraging sustainable travel behavior requires attention to the importance of local accessibility.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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