Natural Hazards at the Ontario Municipal Board: An Analysis of Ontario Municipal Board Decisions Between 2001 and 2005 on Planning Applications With a Significant Natural Hazard Component.
Bibliographic record
Abstract
In Ontario, land planning decisions are delegated primarily to local decision makers. In cases where a decision is disputed, parties may appeal the outcome to the Ontario Municipal Board (OMB). The Board is provincially legislated to hear land planning cases in a quasi-judicial format and has the power to make binding decisions. These decisions are often contentious, as they are perceived as over-ruling local elected decision makers, as supporting a pro-development stance or as confirming the belief that appointed members of the board may make decisions that are outside their areas of expertise. Local land planning decisions that approve or refuse development in areas affected by natural hazard constraints are one type of appeal that the OMB may hear. \nThis report examines the written decisions of OMB members on appeals made under the 1997 Provincial Policy Statement between 2000 and 2005 which have a significant natural hazard component. Specifically, the decisions are subjected to a content analysis to understand the general character of the appeals, what the outcome is and what rationale is provided for the final decision. The rationale, or reasons, provided in the written decisions make specific references to the evidence that guided the OMB member final decision.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".