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Record W2165771038 · doi:10.1680/gein.8.0187

Long-Term Variations of Force and Strain in a Steep Geogrid-Reinforced Soil Slope

2001· article· en· W2165771038 on OpenAlexaff
R. J. Fannin

Bibliographic record

VenueGeosynthetics International · 2001
Typearticle
Languageen
FieldEngineering
TopicGeotechnical Engineering and Soil Stabilization
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsGeogridGeosyntheticsGeotechnical engineeringCreepReinforcementNonlinear systemStrain (injury)GeologyDeformation (meteorology)Materials scienceComposite materialPhysics

Abstract

fetched live from OpenAlex

Instrumentation was used to measure soil temperature and, independently, the force and strain in a steep geogrid-reinforced soil slope. The monitoring period extends to 10 years after construction. A nonlinear increase of force occurs with time that is described by a hyperbolic representation. The elapsed time to achieve force equilibrium was approximately 2.5 × 10 4 hours (approximately three years). The time-dependent increase of reinforcement force is attributed to deformation of the structure resulting from creep of the backfill sand. Strain in the reinforcement exhibits a complex variation with time. The long-term variation of strain is attributed primarily to: (i) the nonlinear increase of force; and (ii) creep of the geogrid reinforcement. Seasonal temperature fluctuations in the backfill sand may induce additional variations in strain.

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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.003
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)0.0000.000

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 head0.007
GPT teacher head0.212
Teacher spread0.205 · 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

Citations32
Published2001
Admission routes1
Has abstractyes

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