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Record W4405098769 · doi:10.22215/etd/2024-16300

Undrained Simple Shear Response of Stratified Layers of Sand and Clay

2024· dissertation· en· W4405098769 on OpenAlexaff
Gobigan Balarajesvaran

Bibliographic record

Venuenot available
Typedissertation
Languageen
FieldEngineering
TopicGeotechnical Engineering and Soil Mechanics
Canadian institutionsCarleton University
Fundersnot available
KeywordsGeotechnical engineeringGeologyHomogeneousShear strength (soil)Effective stressSoil waterShear (geology)Matrix (chemical analysis)Materials scienceComposite materialSoil sciencePetrologyMathematics

Abstract

fetched live from OpenAlex

An experimental study is conducted on specimens of a uniform loose sand, an "undisturbed" clay, and sand-clay composites that are predominantly sand but layered with varying amounts of clay.Both undrained monotonic and cyclic response of layered samples were assessed and compared against the response of homogeneous samples of sand and clay.The behaviour was assessed with sand samples at its loosest state and clay samples in their in-situ state, the heterogenous samples were prepared likewise, and tested at three distinct confining stresses.The results of this research demonstrate that the presence of a layer of clay within the sand matrix significantly affected the shear strength and strength development characteristics under constant volume simple shear loading.The response was both confining stress level and clay percentage dependent.It was found that the response is not simply governed by weakest material, but rather the interactions between the material and their effect on the local drainage conditions play a critical role on the overall response in the layered soils.The cyclic resistance of the sand is significantly affected by the presence of a clay layer, and CRR values more than doubled even with a thin clay layer.This is a consequence of the sand being able to dilate into the clay due to the differences in compressibility.

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: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

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)0.0020.000

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 head0.007
GPT teacher head0.228
Teacher spread0.221 · 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 designBench or experimental
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
Published2024
Admission routes1
Has abstractyes

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