Beyond an Eyesore: Re-Imagining Scarborough’s Strip Malls as a Network of Public Spaces
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
This thesis celebrates the vitality and public life of the post war era strip malls located in Toronto’s inner suburb of Scarborough. These spaces are ritualistically utilitarian and informal social destinations due to their easy accessibility and the variety of small local independent retailers. The question examined by this thesis is, what is the everyday accessible public space of a pluralistic society in an inner suburban context? By building upon theory and design precedents, this thesis materializes the potential in the future for community vibrancy without diminishing the existing vitality and public life of Scarborough’s strip malls. This full potential of strip malls is realized by reimagining them as a connected network of public spaces, which are pluralistic social destinations with permanent and impermanent spatial interventions that promote gathering for daily use and events in indoor and outdoor conditions. This thesis is accomplished through texts, narratives, maps, photographs, and drawings which outline the present situation and propose a future design approach.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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