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Record W2053508798 · doi:10.1139/cgj-2012-0079

The Lachenaie clay deposit: some geochemical and geotechnical properties in relation to the salt-leaching process

2013· article· en· W2053508798 on OpenAlexafffundvenueabout
François Duhaime, El Mehdi Benabdallah, Robert P. Chapuis

Bibliographic record

VenueCanadian Geotechnical Journal · 2013
Typearticle
Languageen
FieldEngineering
TopicSoil and Unsaturated Flow
Canadian institutionsPolytechnique Montréal
FundersNatural Sciences and Engineering Research Council of CanadaMinistère des Transports
KeywordsAtterberg limitsGeologyGeotechnical engineeringConsolidation (business)Permeability (electromagnetism)Void ratioHydraulic conductivityClay mineralsLeaching (pedology)MineralogySoil waterWater contentSoil science

Abstract

fetched live from OpenAlex

This paper summarizes a detailed geotechnical and geochemical characterization program for the Champlain clay deposit in Lachenaie, Quebec. Presently, the clay pore water is saline. The main objective of the testing program was to study the leaching of the clay saline pore water since its deposition. Four issues are discussed in this paper. First, the deposit is shown to comprise two distinct clay layers with contrasting geotechnical properties. The liquid limit and grain-size distribution are the properties that best distinguish the two materials. The upper layer is more plastic while the lower one is relatively silty. The occurrence of these two layers is shown to be in agreement with some recent findings in Quaternary geology. Second, the relatively high pre-consolidation pressures of the clay in the Lachenaie area are shown to be coherent with an erosion scenario and the elevation of a neighbouring bluff previously interpreted as an erosion terrace. Third, the relatively constant hydraulic conductivity values obtained from permeability tests throughout the deposit are shown to be consistent with the variations of liquid limit and void ratio in the two clay sublayers. Fourth, the occurrence of sensitive clay pockets (sensitivity greater than 50) in this otherwise saline clay body is elucidated.

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)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.228
Threshold uncertainty score0.460

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.001
Science and technology studies0.0010.001
Scholarly communication0.0010.000
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 head0.008
GPT teacher head0.190
Teacher spread0.182 · 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 designObservational
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

Citations14
Published2013
Admission routes4
Has abstractyes

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