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Record W2551337425

Planning for the Flood Fringe: A Comparative Analysis of Two Zone Concept Planning Policies Used by Conservation Authorities in Southern Ontario

2015· article· en· W2551337425 on OpenAlexaboutno aff
Dhilan Gunasekara

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEnvironmental Science
TopicFire effects on ecosystems
Canadian institutionsnot available
Fundersnot available
KeywordsFlood mythEnvironmental planningGeographyEnvironmental resource managementArchaeologyEnvironmental science
DOInot available

Abstract

fetched live from OpenAlex

Settlements have historically taken root along bodies of water; however, lands adjacent to water bodies can face the risk of riverine flooding. In Southern Ontario, responsibility for representing provincial interest for plan input and review with respect to flooding hazards have been delegated to conservation authorities. While development and site alteration in the floodplain is generally not permitted or restricted, development may occur in certain areas with a reduced risk. These areas are referred to as the “flood fringe”, and the type of planning employed in such a mechanism is called the “two zone concept”. In this research, planning policies used by conservation authorities for the two zone concept are examined by answering the research questions, “how is the two zone concept of floodplain management applied by conservation authorities in Southern Ontario?” and “what are the strengths and weaknesses of the two zone concept of floodplain management as applied in Southern Ontario?” To answer the research questions, a multiple case study approach was employed. Through a literature review, components that make a high-quality natural hazard plan were examined and an evaluation framework was developed to compare planning documents that contained policies regarding the two zone concept. Planning documents released by Conservation Halton (2011), Credit Valley Conservation (2010), Kettle Creek Conservation Authority (2008), Otonabee Conservation (2012), and Toronto and Region Conservation Authority (2014) were selected for this evaluation. Overall, plans lacked mechanisms to track the planning program post-implementation, referencing to municipal land use documents as well as floodplain studies and technical criteria. All plans however clearly stated integration of its policies to provincial and municipal planning programs. From the evaluation, a set of recommendations was formulated to support improvements of existing two zone plans used by conservation authorities, as well as supporting new policy development. Recommendations were general or addressed specific concerns of planning documents reviewed.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.011
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.096
Threshold uncertainty score0.694

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.011
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.004
Science and technology studies0.0050.003
Scholarly communication0.0030.001
Open science0.0020.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.000

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.

Opus teacher head0.063
GPT teacher head0.312
Teacher spread0.249 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2015
Admission routes1
Has abstractno

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