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Record W4413415431 · doi:10.1139/cjce-2025-0131

Experimental evaluation of bond behaviour and structural performance of novel thermoplastic composite FRP grids in concrete

2025· article· en· W4413415431 on OpenAlexafffundvenue
A. Sabsabi, Maged A. Youssef, C. Oberste, Agha Hasan

Bibliographic record

VenueCanadian Journal of Civil Engineering · 2025
Typearticle
Languageen
FieldEngineering
TopicStructural Behavior of Reinforced Concrete
Canadian institutionsWestern University
FundersNatural Sciences and Engineering Research Council of Canada
KeywordsFibre-reinforced plasticComposite numberStructural engineeringComposite materialMaterials scienceBondThermoplasticForensic engineeringEngineering

Abstract

fetched live from OpenAlex

Fibre-reinforced polymers (FRPs) have emerged as effective alternatives to traditional steel reinforcement due to their superior corrosion resistance, high strength-to-weight ratio, and low thermal conductivity. This experimental study evaluates the bond performance between concrete and a novel thermoplastic composite grid composed of fibre-reinforced thermoplastic tapes. The research thoroughly examines the critical parameters that influence bond strength, including fibre type, resin type, tape thickness, embedment length, and the arrangement of longitudinal and cross tapes. Bond tests of individual tapes and composite grids demonstrated that cross tapes effectively provide sufficient anchorage through bearing action, allowing longitudinal tapes to achieve their full tensile capacity. Structural performance was further validated through bending tests on seven concrete beams reinforced with these composite grids, confirming their suitability as reinforcement by achieving FRP rupture without slippage. Overall, the findings highlight the promising potential of thermoplastic composite grids for enhancing durability, structural performance, and sustainability in concrete applications.

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)0.001
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 score0.001
Threshold uncertainty score0.004

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
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 head0.010
GPT teacher head0.223
Teacher spread0.213 · 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 routes3
Has abstractyes

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Same venueCanadian Journal of Civil EngineeringSame topicStructural Behavior of Reinforced ConcreteFrench-language works237,207