Verticality, Public Space and the Role of Resident Participation in Revitalizing Suburban High-rise Buildings
Bibliographic record
Abstract
In this paper, we look at the role that public space may take on in the redevelopment of suburban high-risebuildings in the Greater Toronto and Hamilton Area (GTHA). We are interested in what role public space playsin the imaginary and how different forms of public participation in planning processes are beneficial to theoutcome of the redesign of high-rise buildings who are in need of repair and retrofitting due to their age andtheir social stigmatization. These suburban high-rises offer insight into newly proliferating forms of public space,and speak to the need for more diverse and specific physical, social and political articulations of public space.We find that by examining public space through the lens of verticality we are able to see how different planninginterventions, urban development processes, spatial contexts and competing imaginaries produce very differentand often hybrid forms. We base our findings upon selected planning and policy documents, media reports anddiscourse, and input from interviews with several locals involved in planning processes.
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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 | 0.004 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.015 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 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 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".