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Record W4391956175 · doi:10.1063/5.0195391

Experimental studies on the behavior of the fiber reinforced concrete blended with admixtures

2024· article· en· W4391956175 on OpenAlexaff
T. V. Keerthana, K. Nirmalkumar, V. Sampathkumar, S. Selvakumar

Bibliographic record

VenueAIP conference proceedings · 2024
Typearticle
Languageen
FieldEngineering
TopicInnovative concrete reinforcement materials
Canadian institutionsSelkirk College
Fundersnot available
KeywordsSilica fumeFly ashCementMaterials scienceFlexural strengthHuskComposite materialFiberCoirWaste managementEnvironmental scienceEngineering

Abstract

fetched live from OpenAlex

The materials which are widely used for construction of the building industry are concrete. But the production of cement releases numerous amounts of greenhouse gases (CO2) that leads to increase in global warming. So, an alternative to cement has to be identified. The current research focuses on the use of mineral admixtures such as fly ash, rice husk ash, and silica fume in place of cement in concrete with the addition of coir fibre. The mechanical properties of the specimens were studied with percentage replacement of cement with various mineral admixtures. With the optimum results flexural behaviour of reinforced concrete were studied. Reinforced concrete beams with percentage replacement of silica fume offered better load carrying capacity.

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 score0.093
Threshold uncertainty score0.485

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 head0.032
GPT teacher head0.271
Teacher spread0.239 · 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

Citations7
Published2024
Admission routes1
Has abstractyes

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