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Record W2361725002

Dam safety review process in Canada:considerations for improvement

2015· article· en· W2361725002 on OpenAlexaboutno aff
BC Hydr

Bibliographic record

VenueDam & Safety · 2015
Typearticle
Languageen
FieldEngineering
TopicDam Engineering and Safety
Canadian institutionsnot available
Fundersnot available
KeywordsBest practiceProcess (computing)EngineeringForensic engineeringCivil engineeringPolitical scienceComputer scienceLaw
DOInot available

Abstract

fetched live from OpenAlex

The Dam Safety Guidelines published in 2007 by the Canadian Dam Association(CDA) pro-vide limited guidance for owners and consultants to effectively carry out Dam Safety Reviews(DSR).Practices vary widely across Canada, so the CDA has formed a working group to develop material to sup-plement the Dam Safety Guidelines. It is expected that a Technical Bulletin on Dam Safety Reviews willbe published and that continuing education materials will be developed for the CDA membership. Thispaper presents the concept developed by the working group for further discussion and input, and at thesame time outlines current practices related to Dam Safety Reviews in Canada.This paper draws on a number of sources in addition to the Dam Safety Guidelines: many individual CDAmembers, through sessions at both the 2011 and 2012 annual conferences; the expertise of the Dam Safe-ty Review Working Group of CDA; and input from a working group of the Association of Professional En-gineers and Geoscientists of British Columbia(APEGBC) that is developing professional practice guide-lines for legislated Dam Safety Reviews.

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: Simulation or modeling · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.849
Threshold uncertainty score0.983

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)0.0000.000

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 head0.020
GPT teacher head0.238
Teacher spread0.218 · 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 designSimulation or modeling
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

Citations1
Published2015
Admission routes1
Has abstractyes

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