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Record W7014779058

Protecting Ontario's drinking water: Toward a watershed-based source protection planning framework: Final report

2019· report· en· W7014779058 on OpenAlexaboutno aff

Bibliographic record

VenueThe Atrium (University of Guelph) · 2019
Typereport
Languageen
FieldSocial Sciences
TopicWater Resources and Governance
Canadian institutionsnot available
FundersMinistry of Education, India
KeywordsGovernment (linguistics)Key (lock)Risk managementProcess (computing)Water sourceInformation source (mathematics)Plan (archaeology)
DOInot available

Abstract

fetched live from OpenAlex

The Advisory Committee on Watershed-based Source Protection Planning was established by the Minister of the Environment (MOE) on November 15, 2002. Advisory Committee members were asked to provide advice to the government on a framework for watershed-based source protection planning. Together, this report and its recommendations fulfil that mandate. This report is organized into six sections: 1) Introduction - provides an overview of drinking water source protection planning and key concepts.; 2) Framework Fundamentals - contains the underlying principles needed to support source protection planning.; 3) The Planning Process - describes a ‘generic’ process for the development of watershed-based source protection plans.; 4) Risk Management - identifies key considerations in managing risks and threats to drinking water sources. 5) Information Management - outlines an information management framework to support source protection planning.; and 6) Conclusion - presents the Advisory Committee’s final conclusions on its source protection planning framework.

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)0.003
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.965
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0000.000

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 head0.071
GPT teacher head0.272
Teacher spread0.201 · 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.

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
Published2019
Admission routes1
Has abstractyes

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