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Review of Regulations and Guides for Excavation and Trenches—Comparison with the Québec Safety Code for the Construction Industry

2009· article· en· W1980465914 on OpenAlexaffabout
André Lan, Renaud Daigle

Bibliographic record

VenuePractice Periodical on Structural Design and Construction · 2009
Typearticle
Languageen
FieldEngineering
TopicTunneling and Rock Mechanics
Canadian institutionsInstitut de recherche Robert-Sauvé en santé et en sécurité du travail
Fundersnot available
KeywordsTrenchExcavationWork (physics)Section (typography)EngineeringForensic engineeringCode (set theory)Construction industryCivil engineeringMining engineeringArchaeologyGeotechnical engineeringConstruction engineeringHistoryBusinessComputer science

Abstract

fetched live from OpenAlex

With all serious and fatal accidents occurring every year in excavation and trench work worldwide, governmental authorities recognize the dangerous nature of excavation and trench work. Regulations have been written containing a series of measures to be followed in order to protect workers in excavation and trench work. This paper sums up a review of regulations and guides in excavation and trench work of several countries. All involve a soil classification based on the description of the soils and the hydraulic conditions and the adoption of safe slopes based on the classification, while, in its current version, the Québec Safety Code for the Construction Industry (S-2.1, r.6) does not mention this important information. Thus, there is a need to update section 3.15.3 of S-2.1, r.6. Since a proposal for soil classification, taking into account the impact of the soft sensitive clay in Québec was not accepted by the review committee of S-2.1, r.6 in 1989, a research project will be submitted soon for funding to review section 3.15.3 of S-2.1, r.6.

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)0.009
metaresearch head score (Gemma)0.019
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: Review · Consensus signal: Review
Teacher disagreement score0.071
Threshold uncertainty score0.516

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0090.019
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0110.012
Science and technology studies0.0040.002
Scholarly communication0.0030.001
Open science0.0040.001
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.0070.002

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 head0.026
GPT teacher head0.283
Teacher spread0.257 · 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
GenreReview

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
Published2009
Admission routes2
Has abstractyes

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Same venuePractice Periodical on Structural Design and ConstructionSame topicTunneling and Rock MechanicsFrench-language works237,207