Bibliographic record
Abstract
In the summer of 2016, The Forks North Portage Partnership created a shared-use road using unique pavement markings and traffic calming infrastructure at The Forks on Fort Gibraltar Trail. This intervention was intended to provide cyclists equal right to the road and connect segments of The Forks’ cycle track. The design and implementation processes of the shared-use road contravened conventional planning practices, and were inspired by tactical urbanism – a relatively new approach to city-making emphasizing small-scale interventions. This practicum uses a case study approach to investigate The Forks’ shared-use road and explore tactical urbanism as a planning tool. Key informants and practitioners from Winnipeg’s planning community provide diverse perspectives on how to effectively incorporate tactical urbanism practices. The findings add to the growing library of tactical urbanism literature and provide lessons for future project proponents in the design and implementation of their own tactical interventions in Winnipeg.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.018 | 0.003 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.004 | 0.003 |
| Insufficient payload (model declined to judge) | 0.009 | 0.001 |
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".