Natural Systems and Alternative Urban Development i
Bibliographic record
Abstract
The preservation of the Oak Ridges Moraine has forced an unprecedented examination of the ramifications of traditional urban growth patterns on natural systems. In 2000 and 2001, the focus of the debate became the relatively narrow corridor of undeveloped land that runs through the Town of Richmond Hill linking more undisturbed halves of the Moraine to the west and east Using this ‘ground zero ’ as a springboard, this paper, informed by the tenets of landscape ecology, examines the planning framework as a source of, and possible solution to, the ecological issues engendered by the forces of urban growth in the GTA. The planning framework is defined to include the legal framework, the policy framework and the effect of the Ontario Municipal Board, which interprets the planning framework in arbitrating land use decisions to finality. The planning framework will be revealed as largely pro-growth, inhibiting ecologically innovative approaches to land use, such as is needed presently on the Moraine. It concludes that an ecologically comprehensive and legally binding
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.015 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.019 | 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".