Community rejuvenation through placemaking initiatives: planners, farmers' markets and urban neighbourhoods, Central Park neighbourhood, Winnipeg, Canada
Bibliographic record
Abstract
The research project focused on studying the effectiveness of placemaking initiatives to promote social, physical and economic improvements. The case of study is the Central Park neighbourhood in Winnipeg, Manitoba, named after its major public space. The research indicated placemaking initiatives were capable of contributing to increasing safety, promoting community development and enhancing opportunities for social interaction. However, the capacity of placemaking to achieve positive improvements is directly determined by the involved stakeholders. The Central Park initiatives were successful due to the emphasis on engaging the residents and neighbourhood organizations. The residents were given the opportunity to meaningfully share their experience and aspirations with external stakeholders. The collaborative approach to placemaking contributed to the development of a sense of ownership. The residents saw their input reflected in the amenities and programming offered in Central Park. The planning profession can benefit from using placemaking practices to engage in comprehensive planning.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| 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".