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Fluoro-Anhydrite Compositions with a Light Filler Based on Expanded Perlite Sand

2019· article· en· W2949052179 on OpenAlexaff
Grigory Yakovlev, D.A. KALABINA, В П Грахов, Аleksandr Buryanov, А.F. GORDINA, K.A. BAZHENOV, Svetlana V. Nikitina

Bibliographic record

VenueStroitel nye Materialy · 2019
Typearticle
Languageen
FieldEngineering
TopicInnovations in Concrete and Construction Materials
Canadian institutionsInstitute for Biological Sciences
Fundersnot available
KeywordsGypsumMaterials sciencePrecast concretePolystyrenePerliteComposite materialPorosityPolymerCivil engineering

Abstract

fetched live from OpenAlex

Lightweight concrete is widely used in our day as a filling material for sandwich panels in the construction industry.On the other hand, the use of gypsum in this aspect is very limited.Block or panels as partition walls produced by foamed or porous gypsum has not been widely publicised.According to literature, similar types of gypsum panels are produced and used in Israel and the former East Germany.During our literature survey, using polystyrene beads as an aggregate for the production of the gypsum blocks or panels has not been discovered.In this study, we have observed the use and production gypsum composites, using polystyrene beads.Even though it is possible to mix polystyrene beads and gypsum without additives, better results are obtained by wetting the beads using a glue with a polymer base for binding as the mixture become more homogeneous.Production is planned for samples between 200kg/m³ and 800kg/m³ density, among those 500-600 kg/m³ mixtures have been found to be the most economical ones and the cavities filled with gypsum up to the maximum extent.Even though the mechanical strength is not a critical issue for these samples, it is found to be sufficient, in addition good heat insulation and fire retardant properties has been observed.Due to the above mentioned properties, polystyrene aggregated gypsum can be used in precast or cast in situ panels as a filling material.

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 score0.002
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.001

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 head0.003
GPT teacher head0.172
Teacher spread0.169 · 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".

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Citations2
Published2019
Admission routes1
Has abstractyes

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