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Record W4398779640 · doi:10.1061/jcrgei.creng-753

Load Transfer of Piles Embedded in Ice-Poor Frozen Soils and Exposed to Varying Temperature

2024· article· en· W4398779640 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueJournal of Cold Regions Engineering · 2024
Typearticle
Languageen
FieldEarth and Planetary Sciences
TopicClimate change and permafrost
Canadian institutionsCarleton University
Fundersnot available
KeywordsGeotechnical engineeringSoil waterGeologyEnvironmental scienceSoil science

Abstract

fetched live from OpenAlex

In recent years, cold regions have seen dramatic changes to the once-stable permafrost layers as a result of global warming. Changes in mean annual temperature directly impact the interaction between frozen ground and infrastructure systems such as piles and pipelines. Adfreeze, the controlling mechanism in a frozen soil–structure interface, is temperature dependent and weakens with rising temperature, while its cohesive nature may eventually change to a frictional one as pore ice turns into water. This paper studies the effect of temperature change on the behavior of steel piles in ice-poor soils subjected to pullout loading, especially during the transient melting state. A series of pullout pile load tests were carried out on a model steel pipe pile embedded in frozen sand and exposed to varying temperatures between −10∘C and 0°C. Strain-controlled pile load tests were performed to observe the pullout load transfer and failure mechanism of the pile, while constant-load tests were carried out to study the creep behavior of the pile exposed to different temperatures. Interface behavior was monitored by strain gauges and thermocouples mounted on the pile surface. Pullout capacities were found to vary linearly with temperature until entering the transient state near pore ice’s melting temperatures. Creep rates under constant loads increased with the rise in temperature which eventually resulted in accelerated tertiary creep in the near-melting temperatures. Stress profiles showed severe variation close to the soil surface while changing to an almost average constant value toward the tip of the pile. Investigating the behavioral change during the step-wise temperature rise revealed the characteristics of the transition from a frozen to unfrozen soil–structure interface.

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.

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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.595
Threshold uncertainty score0.304

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 head0.020
GPT teacher head0.220
Teacher spread0.199 · 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