Using landscape ecology to inform the recreational design of the Milton Limestone Quarry
Bibliographic record
Abstract
Located on the Niagara Escarpment at the edge of Milton Ontario, the decommissioned Milton Limestone Quarry provides an opportunity to test landscape ecology principles for rehabilitation of the land and inclusion of diverse objectives like recreation. A conceptual rehabilitation masterplan for the site is developed using a structured site analysis and designing utilizing landscape ecology principles. The themes discussed reflect the municipal owners' needs, focusing on recreation, and incorporating elements such as trails and landscape patches that are contiguous with neighbouring sections of the Niagara Escarpment. Feedback on the design used assessment of experts from Conservation Halton. A questionnaire and general discussion was administered utilizing spatial response scales and written responses to collect data. The results, reinforced by experts, suggest how landscape ecological principles such as 'aggregate-with-outliers' may be used to inform rehabilitation design at multiple scales and with a diverse range objectives. 'Keywords'. landscape ecology, quarry rehabilitation, landscape design, expert assessment
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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 | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.008 | 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".