MétaCan
Menu
Back to cohort
Record W7056339368

Effect of compaction on the resilient behaviour of granular materials: an analytical study

2003· article· en· W7056339368 on OpenAlexaffvenue

Bibliographic record

VenueNPARC · 2003
Typearticle
Languageen
FieldEngineering
TopicParticle accelerators and beam dynamics
Canadian institutionsInstitute for Biological Sciences
Fundersnot available
KeywordsCompactionGranular materialDiscrete element methodStress (linguistics)ModulusWork (physics)Material propertiesBase (topology)
DOInot available

Abstract

fetched live from OpenAlex

The new 2002 AASHTO Guide for Pavement Design advocates the use of the resilient modulus parameter for the characterization of granular materials used as base and sub-base layers in flexible pavements. This mechanistic parameter is known to be influenced by the material physical conditions and the state of stress the material is subjected to. The research work reported herein examines the effect of one of the construction variables, namely compaction, on the resilient modulus. The study involves an analytical simulation, using the Discrete Element Method (DEM), to quantify the effect of compaction, as measured by relative density, on the resilient modulus. It consists in performing analytical simulations on an assembly of particles compacted to three degrees of compaction and subjected to the same state of stress usually used in laboratory testing. Results confirmed the major role that density plays in defining the resilient behaviour of granular materials. Findings consolidated the potential of the DEM technique for modeling the resilient behaviour of these materials.

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: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.082
Threshold uncertainty score0.186

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 head0.017
GPT teacher head0.277
Teacher spread0.260 · 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 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

Citations1
Published2003
Admission routes2
Has abstractyes

Explore more

Same venueNPARCSame topicParticle accelerators and beam dynamicsFrench-language works237,207