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Record W4400581535 · doi:10.5505/2023geoteknik.ss-51

Gömülü Esnek Çelik Yapılara Genel Bakış ve Türkiye’deki Uygulamaları Üzerine Örnek İncelemeler

2023· article· tr· W4400581535 on OpenAlex
Baturalp Şentürk

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

Venuenot available
Typearticle
Languagetr
FieldEngineering
TopicCivil and Structural Engineering Research
Canadian institutionsnot available
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

Within the scope of this study, the technical characteristics of corrugated steel material, which can be offered as an alternative to conventional culverts, underpasses, overpasses, tunnels, and bridge structures, are explained.The case studies of applied projects are presented.Applying corrugated steel with the conditions established by AASHTO, Swedish Design Method (SDM), and Canadian Highway Bridge Design Code (CHBDC) standards is an alternative to the most widely used engineering structures among the construction structures.The plates produced with the corrugation given to the steel sheet with a thickness between 3-12mm are then galvanized in the factory and the structures mentioned above are assembled and formed on-site.These structures can be used also more specific field applications according to the requirements of the relevant projects.Examples of these applications include avalanche protection, rockfall, ecological bridges, liquid tanks, hangars, and mine sites.As a result, it is summarized that the greatest benefits of this solution are that it can be applied on site very quickly compared to reinforced concrete structural elements, it is generally more cost-effective than reinforced concrete, steel is a sustainable material, it is flexible and has a long service life.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: Simulation or modeling
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.252
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.003
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0060.006

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 head0.019
GPT teacher head0.246
Teacher spread0.227 · 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