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Record W7097868959

Chief Planner and Executive Director, City Planning Division

2013· article· en· W7097868959 on OpenAlexaboutno aff

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEngineering
TopicSustainable Building Design and Assessment
Canadian institutionsnot available
Fundersnot available
KeywordsZoningSustainable developmentPlannerPlan (archaeology)Consistency (knowledge bases)SustainabilityDevelopment planUrban planning
DOInot available

Abstract

fetched live from OpenAlex

This report encompasses the results of a comprehensive technical review and update of the Toronto Green Standard (TGS) adopted by City Council in December 2009. The TGS is a two-tier set of environmental performance measures that facilitates sustainable new development in Toronto. The revised and updated TGS reflects improvements resulting from direct experiences in applying the Green Standard to new development and the incorporation of new City guidelines, policy or regulations that came into effect since implementation began in 2010. Representatives of City Divisions and development industry stakeholders have participated in the review of each section of the TGS. Highlights of the new version of the TGS include: Improved Tier 1 performance measures to address implementation challenges. Consistency with the City-wide Zoning By-law and the City-wide Site Plan Control By-law. Incorporation of new performance measures supporting the latest City guideline documents. Expanded Tier 2 voluntary package, aligned with LEED ® Canada for New Construction and Waterfront Toronto's Mandatory Green Building Requirements. It is recommended that the proposed, updated TGS be adopted and implemented for all new development applications commencing January 1, 2014. Further reports on sustainable energy targets for new development and on the feasibility of applying a Tier 2 policy for new City-owned facilities in 2014 are recommended. The next review to the TGS will commence in 2017.

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)0.002
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.739
Threshold uncertainty score0.872

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.005
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0030.003
Science and technology studies0.0030.001
Scholarly communication0.0060.002
Open science0.0020.001
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.2610.139

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 head0.011
GPT teacher head0.231
Teacher spread0.220 · 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.

Study designNot applicable
Domainnot available
GenreOther

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
Published2013
Admission routes1
Has abstractyes

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