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
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".