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Record W7097504134

REVIEW

2016· article· en· W7097504134 on OpenAlexaboutno aff

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEngineering
TopicConstruction Engineering and Safety
Canadian institutionsnot available
Fundersnot available
KeywordsPurchasingProcurementGovernment (linguistics)VendorChristian ministryPaymentValue for moneySafety standards
DOInot available

Abstract

fetched live from OpenAlex

The District School Board of Niagara appreciates the efforts of parent/community groups who raise money for special projects such as playspace equipment at schools. Provincial grants do not provide funding for playspace equipment since the Ministry of Education does not include the equipment and related activities as part of the curriculum. With the size and complexity of play structures, parent/community groups must provide funds to cover not only the initial costs, but also the cost of ongoing repair and maintenance. Safety considerations are paramount when purchasing playspace equipment. Therefore, parent/community groups are expected to act in accordance with the Administrative Procedures of the Board, and in consultation with Facility Services, regarding the purchase, installation and maintenance of playspace equipment, in an attempt to ensure that: • compliance with the Board Purchasing Policy and the Government of Ontario Broader Public Sector Procurement Directives; • the installation is conducted by a reputable vendor with known safety practices; • new playspace equipment meets the current C.S.A. standards; • the ground surfacing is appropriate and meets current C.S.A. standards; • the best value is derived for the community fund raising efforts; • the playspace equipment is appropriately located and correctly installed;

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.922
Threshold uncertainty score0.806

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.005
GPT teacher head0.173
Teacher spread0.169 · 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 teacher head, 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
Published2016
Admission routes1
Has abstractyes

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