UniverCity As A Complete Community: Identifying Success, Challenges And Opportunities For Increasing All-Day Use Of Local Assets
Bibliographic record
Abstract
With an increasing emphasis placed on sustainable development policies and practices, ‘complete communities’ are frequently selected as the prescribed model of planning. Through a case study analysis of UniverCity on Burnaby Mountain, a designated complete community, this research investigates how an existing development aligns with policy definitions, and identifies various implementation gaps. By conducting primary research on the UniverCity residents and the surrounding community, and analyzing respondents in the context of local planning goals, this research applies a bottom-up approach, a perspective currently absent in existing literature. This paper examines the activities and attitudes of the wider community including local businesses, and students, faculty, and staff, who attend the Simon Fraser University campus adjacent to UniverCity on Burnaby Mountain. The study findings show that despite these labels and planning policy definitions, the completeness of a community can vary based on local context.
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How this classification was reachedexpand
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".