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Record W4200511658 · doi:10.32920/17311505

Urban Policy And Heritage Planning: The Disproportionate Designation Of Heritage Conservation Districts (HCDs) In The City Of Toronto

2021· preprint· en· W4200511658 on OpenAlexaffabout
Chante Barnwell

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldArts and Humanities
TopicCultural Heritage Management and Preservation
Canadian institutionsToronto Metropolitan UniversityUniversity of TorontoToronto Public Health
FundersSt. George's, University of London
KeywordsDowntownGeographyLegislationUrbanismEnvironmental planningInner cityCultural heritage managementUrban planningArchaeologyCultural heritagePolitical scienceArchitectureCivil engineeringEngineeringLaw

Abstract

fetched live from OpenAlex

This Major Research Paper (MRP) examines the disproportionate designation of Heritage Conservation Districts (HCDs) within the City of Toronto, which are predominantly located in the City's downtown core, compared to the City's inner suburban areas. To illustrate the discrepancies in HCD designation, two potential HCDs in Scarborough, one of three inner suburbs in Toronto, are chronologically examined. Both Agincourt and Midland Park’s HCD represent the most recent examples of heritage designation in the inner suburb, which stands as the only area in the City that has zero HCDs. Before the case studies are discussed, the effects of Toronto's 1998 amalgamation, select timeframes of the City's planning history and recent changes to Provincial planning legislation that govern municipalities' heritage approach are examined. It is determined that a series of factors contribute to the disproportionate designation of HCDs in the City of Toronto. These factors include the incremental designation of heritage properties post amalgamation, the lengthy heritage designation process, the intergovernmental nature of municipal heritage policies, the lack of public education on the benefits of heritage and a complex HCD prioritization process all contribute to the disproportionate designation of HCD’s in the City of Toronto. Four key recommendations are offered to help resolve the heritage designation issue in the City of Toronto. Keywords: Heritage Conservation Districts; Toronto; Urban Planning, Urban Policy, Heritage Urbanism.

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)0.001
metaresearch head score (Gemma)0.002
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 score0.094
Threshold uncertainty score0.683

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.003
Science and technology studies0.0100.005
Scholarly communication0.0040.001
Open science0.0010.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0050.000

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 head0.125
GPT teacher head0.281
Teacher spread0.155 · 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
Published2021
Admission routes2
Has abstractyes

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