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Record W7099412294

Contributors

2003· article· en· W7099412294 on OpenAlexaboutno aff

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldDecision Sciences
TopicReliability and Agreement in Measurement
Canadian institutionsnot available
Fundersnot available
KeywordsChristian ministryWork (physics)Government (linguistics)AgricultureLocal government
DOInot available

Abstract

fetched live from OpenAlex

The Ontario government is committed to working with municipalities to provide a smooth transition between the Nutrient Management Act and regulation and the existing framework of municipal nutrient management by-laws. To assist in the transition, the Province commissioned Dr. Wayne Caldwell to undertake a study and provide recommendations to assist municipalities and the Ontario Ministry of Agriculture and Food (OMAF) in managing transition issues. On June 20, 2003, Dr. Caldwell delivered his final report to OMAF. The Ministry is presently reviewing Dr. Caldwell's recommendations, and acting on them as appropriate. Immediate efforts are focused on the recommendations related to awareness, education and training for municipalities. The Province will continue to work with municipalities, and groups such as the Rural Ontario Municipal Association (ROMA) and the Association of Municipalities of Ontario (AMO), on the implementation of the recommendations to ensure a smooth transition to 'co-existence ' between the provincial regulation and municipal by-laws.

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)0.006
metaresearch head score (Gemma)0.006
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.751
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.006
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)0.0100.002

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 head0.235
GPT teacher head0.407
Teacher spread0.172 · 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; both teacher heads agree on what is shown here.

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
Published2003
Admission routes1
Has abstractyes

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