MétaCan
Menu
Back to cohort
Record W4410371707 · doi:10.1139/cgj-2023-0200

Experimental study on physical modeling of deformation control effects of NPR anchor cable primary support structures in tunnels through faults

2025· article· en· W4410371707 on OpenAlexvenueno aff
Shusen Huo, Zhigang Tao, F.N. Wang, Li Ye, Sili Ren, Manchao He

Bibliographic record

VenueCanadian Geotechnical Journal · 2025
Typearticle
Languageen
FieldEngineering
TopicGeotechnical Engineering and Underground Structures
Canadian institutionsnot available
Fundersnot available
KeywordsGeotechnical engineeringEngineeringDeformation (meteorology)Structural engineeringForensic engineeringGeology

Abstract

fetched live from OpenAlex

TaBaiyi tunnel is located in the Yunnan plateau mountainous area. The tunnel in the process of crossing the shattered fault zone paragraph, loose, fractured rock in the multi-field stress coupling, the surrounding rock large deformation, and other damage phenomena frequently occur, causing the near ordinary section of the initial support structure of the phenomenon of secondary subsidence damage to the safety and cost of the tunnel brought great difficulties. This study conducts physical modeling tests to investigate the effectiveness of the NPR anchor cable support system for tunnels penetrating shattered fault zone at various depths. It employs strain gauges, anchor cable axial force gauges, infrared cameras, and a non-contact strain measurement system (DIC) to record the displacement field, mechanical response, and the transformation pattern between energy fields of the surrounding rock and the support structure during the tunnel excavation. A 100 m experimental section of research is performed at the project site to verify the effectiveness of the support. The results indicated that excavation in the shattered fault zone can destroy the stress equilibrium between the surrounding rock and the support structure in the tunnel's ordinary section, accelerating the settlement and deformation rate of the surrounding rock. In addition, the NPR anchor cable support system can control the deformation of the surrounding rock, providing a theoretical foundation and practical guidance for the design of support for tunnels through shattered fault zone in similar engineering contexts.

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 score0.997
Threshold uncertainty score0.007

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)0.0010.000

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 head0.006
GPT teacher head0.225
Teacher spread0.219 · 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

Citations1
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueCanadian Geotechnical JournalSame topicGeotechnical Engineering and Underground StructuresFrench-language works237,207