MétaCan
Menu
Back to cohort
Record W2302313056 · doi:10.5006/2000

Evaluation of the Proposed European Test Procedure for Ranking Stainless Steel Rebar

2016· article· en· W2302313056 on OpenAlex

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueCORROSION · 2016
Typearticle
Languageen
FieldEngineering
TopicConcrete Corrosion and Durability
Canadian institutionsUniversity of Waterloo
Fundersnot available
KeywordsRebarRanking (information retrieval)Materials scienceTest (biology)MetallurgyTest methodCorrosionForensic engineeringComposite materialEngineeringComputer scienceMathematicsGeologyStatisticsArtificial intelligence

Abstract

fetched live from OpenAlex

A modified version of EN 480-14 potentiostatic test procedure has been proposed as a rapid “pass/fail” screening test for the range of stainless steel reinforcing alloys currently available. The purpose of the present work was to determine if the proposed experimental details of the test are the most appropriate and result in the same ranking of the alloys as obtained in longer-term, conventional tests. To that end, some of the details of the experimental procedure were modified to allow a more direct comparison with the authors’ results of long-term testing of the same range of stainless steel grades. To this end, the admixed chloride content and applied potential were varied and the bars were embedded in the same concrete mixture (based on an ordinary Portland cement [OPC]/slag blend with 0.40 water/cementitious materials [w/cm] ratio) as in the long-term tests, rather than in OPC mortar with a 0.50 w/cm ratio. For comparison, tests were also conducted on bars cast into a plain OPC concrete with the same aggregates and w/cm ratio. The results illustrate the importance of concrete mixture design, with the steels exhibiting better performance in the OPC concrete than in the OPC/slag concrete under the same conditions. Furthermore, it is concluded that the use of the same constant applied potential for all grades of stainless steel may not be the most appropriate because of the wide range of half-cell potentials exhibited by the different rebar grades. Instead, it is recommended that the same anodic polarization (i.e., the same difference between the half-cell potential and the applied potential) be considered.

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)0.002
metaresearch head score (Gemma)0.001
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 score0.115
Threshold uncertainty score0.242

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
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)0.0000.000

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 head0.027
GPT teacher head0.244
Teacher spread0.217 · 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