Metropolitan planning in the Calgary region: A case study of farmland protection in the Municipal District of Foothills
Bibliographic record
Abstract
Following a protracted attempt at voluntary metropolitan planning in the Calgary region, that was characterized by ongoing rural-urban tensions, in 2017, the Government of Alberta mandated seven urban and three rural municipalities to participate on the Calgary Metropolitan Region Board (CMRB) to develop a regional growth strategy. The purpose of this research was to inform metropolitan planning that protects farmland within the context of the CMRB mandate. Using the Municipal District of Foothills, a rural municipality with membership on the CMRB, to focus the research, the local legislative framework for farmland protection was evaluated and land use priorities were identified. Farmland was found to be at risk of conversion and fragmentation to support commercial, industrial, and residential development, and urban growth as a result of deficiencies in the legislative framework that allowed conversion. Based on these findings, it was recommended that Calgary metropolitan planning include policies that enable farmland protection.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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".