REBUILDING OUR WATERS: An alternative view of Ontario cottage country through models of community engagement and shared environmental stewardship.
Bibliographic record
Abstract
Cottaging is a ‘summer-home’ tradition for many Canadian families and plays an important role in Ontario’s cultural and provincial identity. The North-Hastings – East Haliburton area is a popular cottage destination; however it is also a place of struggle and hardship. There are socioeconomic and geographical tensions resulting from inequalities between local residents, Indigenous communities, seasonal cottagers, and the ecological landscape. This thesis considers each group’s history, contemporary situation, and social relationships within the context of the broader region. In the early research stage, a contentious through-line became immediately evident across each stakeholder group: that is the lake, its shores, and who can access them. Here, architecture navigates these complex social dynamics by reimaging shoreline locations as models for community engagement and shared environmental stewardship. Four design proposals were developed in conjunction with real-world community initiatives at sites along Baptiste Lake, Ontario. Each concept addresses one of the stakeholder’s plights while still being open to all other groups. The goal has been to create spaces that celebrate the landscape without forgetting the people integral to its formation and continued survival. So far very little research has been conducted about Southern Ontario cottaging and its effects on local communities. Their struggles are often glossed over or outright ignored in municipal planning and property development. Although these proposals are hypothetical, they work to motivate realistic change in Ontario’s cottage country.
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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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.016 | 0.031 |
| Scholarly communication | 0.012 | 0.007 |
| Open science | 0.003 | 0.007 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.010 | 0.001 |
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".