Does Place Matter? Sustainable Community Development in Three Canadian Communities
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
The creation of a sense of place has emerged as a goal of many community development initiatives. However, little thought has been given to the role of physical spaces in the shaping of possible senses of place. This article examines three Canadian examples of community sustainable development initiatives to demonstrate that sense of place can be shaped and constrained by the geographical and environmental features of the physical space a community occupies. This finding suggests that a ‘one-size-fits-all’ approach to community sustainable development is unlikely to be successful; a community's sustainable development ethic will be informed by geography. However, there is some evidence that a strong individual sense of place shaped by local space may act as a barrier to the acceptance of new people and ideas. Conversely, a strong sense of place can result in mobilization for sustainable development initiatives.
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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 | 0.004 | 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 | 0.006 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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