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Record W4416891247 · doi:10.1002/sia.70033

Assessing the Long‐Term Aqueous Durability and Structural Stability of Pyrochlore (Gd <sub>2</sub> Ti <sub>2</sub> O <sub>7</sub> ) and Glass‐Pyrochlore (Fe‐Al‐BG‐Gd <sub>2</sub> Ti <sub>2</sub> O <sub>7</sub> ) Composite Materials

2025· article· en· W4416891247 on OpenAlexafffund
Mehrnaz Mikhchian, Andrew P. Grosvenor

Bibliographic record

VenueSurface and Interface Analysis · 2025
Typearticle
Languageen
FieldMaterials Science
TopicNuclear materials and radiation effects
Canadian institutionsUniversity of Saskatchewan
FundersArgonne National LaboratoryBasic Energy SciencesWestern Economic Diversification CanadaNatural Sciences and Engineering Research Council of CanadaCanadian Institutes of Health ResearchOffice of ScienceCanadian Light SourceU.S. Department of Energy
KeywordsBorosilicate glassCorrosionComposite numberChemical stabilityAqueous solutionX-ray photoelectron spectroscopySurface layerActinidePyrochlore

Abstract

fetched live from OpenAlex

ABSTRACT Understanding the corrosion behavior of glass–ceramic composite materials such as Fe‐Al‐BG‐Gd 2 Ti 2 O 7 as potential nuclear wasteform candidates has attracted considerable attention due to their high loading of actinide elements and fission products compared to current borosilicate glass nuclear wasteforms. The result of long‐term corrosion studies on the Fe‐Al‐BG‐Gd 2 Ti 2 O 7 composite material indicated that the Fe‐Al‐BG matrix had higher solubility in deionized water compared to the Gd 2 Ti 2 O 7 phase. This is an important property for composite materials as actinide elements can be incorporated into the Gd 2 Ti 2 O 7 phase. Furthermore, the corrosion resistance of the Fe‐Al‐BG matrix of the Fe‐Al‐BG‐Gd 2 Ti 2 O 7 composite material was found to be comparable to that of borosilicate glass nuclear wasteform on its own. Comprehensive surface analysis of Gd 2 Ti 2 O 7 and Fe‐Al‐BG‐Gd 2 Ti 2 O 7 composite materials demonstrated that the surface composition and chemistry of these materials were affected by aqueous corrosion. However, the results of bulk analysis showed that the bulk structure of these materials remained stable over 365 days of exposure to deionized water. The analysis of XPS data from the Fe‐Al‐BG‐Gd 2 Ti 2 O 7 composite material demonstrated that a precipitated metal‐hydroxide layer has been formed on the surface of the composite material after exposure to water and remained likely unchanged between 270 and 365 days of exposure to water. The stability of the surface layer during this time frame could potentially protect the surface of the Fe‐Al‐BG‐Gd 2 Ti 2 O 7 composite material from further corrosion and suggest this composite material could be considered as a potential alternative substitute to borosilicate glass wasteforms.

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)0.006
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Research integrity
Consensus categoriesMeta-epidemiology (narrow), Science and technology studies
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 score0.111
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.001
Meta-epidemiology (narrow)0.0030.003
Meta-epidemiology (broad)0.0050.001
Bibliometrics0.0010.003
Science and technology studies0.0030.003
Scholarly communication0.0040.004
Open science0.0020.003
Research integrity0.0020.002
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 head0.010
GPT teacher head0.265
Teacher spread0.255 · 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; both teacher heads agree on what is shown here.

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

Citations0
Published2025
Admission routes2
Has abstractyes

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