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Record W2910487115

The honeymoon is over: Proposed Bill 68 and its implications for infrastructure planning in Ontario Municipalities

2018· article· en· W2910487115 on OpenAlexaboutno aff
Elmond Bandauko

Bibliographic record

VenueScholarship@Western (Western University) · 2018
Typearticle
Languageen
FieldEngineering
TopicUnderground infrastructure and sustainability
Canadian institutionsnot available
FundersAustralian Government
KeywordsHoneymoonBusinessPublic administrationEnvironmental planningPolitical scienceGeographyLaw
DOInot available

Abstract

fetched live from OpenAlex

In November 2016, the Ontario government tabled Bill 68, Modernizing Ontario’s Municipal Legislation Act. This bill, if passed, will introduce a series of reforms to the Municipal Act and the Planning Act which outline the legislative, administrative, and financial responsibilities of Ontarian municipalities. There are 3 major provisions proposed in this Bill. First, municipalities will be required to have a policy pertaining to protection and enhancement of their tree canopy and natural vegetation. Second, the proposed amendments would authorize Cities to pass a by-law respecting the protection or conservation of the environment that requires buildings to be constructed with green roofs. Third, municipalities will have clearer jurisdiction to regulate with respect to climate change and energy conservation. If the Bill is passed into Law, it is likely to trigger changes in Ontario's asset management planning regulation system and will transform infrastructure investment and planning, while changes to the Planning Act and the Municipal Act will expand municipal powers to engage in long-term energy planning and to adopt by-laws on energy and climate change. The proposed changes require commitment from both elected officials and municipal administration coupled with continued federal government support through infrastructure grants to complement existing sources of local revenue.

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)0.010
metaresearch head score (Gemma)0.024
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.146
Threshold uncertainty score0.991

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.024
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0020.003
Science and technology studies0.0210.009
Scholarly communication0.0150.003
Open science0.0040.004
Research integrity0.0130.009
Insufficient payload (model declined to judge)0.0120.002

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 head0.056
GPT teacher head0.296
Teacher spread0.240 · 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 designNot applicable
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
Published2018
Admission routes1
Has abstractyes

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