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Record W4399732080 · doi:10.1021/acsaenm.3c00764

Surface Fluorination of Nuclear Graphite Exposed to Molten 2LiF–BeF<sub>2</sub> (FLiBe) Salt and Its Cover Gas at 700 °C

2024· article· en· W4399732080 on OpenAlexaff
Lorenzo Vergari, Huali Wu, Raluca O. Scarlat

Bibliographic record

VenueACS Applied Engineering Materials · 2024
Typearticle
Languageen
FieldMaterials Science
TopicGraphite, nuclear technology, radiation studies
Canadian institutionsCanadian Nuclear Laboratories
FundersNuclear Energy University ProgramUniversity of California Berkeley
KeywordsGraphiteIonic bondingX-ray photoelectron spectroscopyMolten saltIonic liquidCovalent bondInorganic chemistryMaterials scienceRaman spectroscopySurface modificationPhase (matter)Analytical Chemistry (journal)ChemistryChemical engineeringIonPhysical chemistryOrganic chemistryCatalysisMetallurgy

Abstract

fetched live from OpenAlex

High Resolution Image Download MS PowerPoint Slide This study demonstrates that the reaction of Li 2 BeF 4 (FLiBe) with graphite both in the liquid phase and the gas phase of the molten salt leads to the formation of covalent and semi-ionic carbon–fluorine bonds at the graphite surface and is accompanied by surface microstructural changes, removal of C–O groups, and deposition of metallic beryllium, based on XPS, Raman, and glow discharge mass spectroscopy characterization. At 700 °C, the observed surface density of C–F is higher after 240 h than after 12 h of exposure to molten FLiBe salt; the kinetics of covalent C–F formation is slower than that of semi-ionic C–F formation, and the relative amount of semi-ionic C–F content increases with depth. The graphite sample exposed to the cover gas exhibits less surface fluorination than the salt-exposed sample, with predominantly semi-ionic C–F. Based on these observations and the observed LiF/BeF 2 ratio by surface XPS, the hypotheses that fluorination of the salt-exposed graphite occurs via a gas-phase mechanism or that it requires salt intrusion are refuted; future studies are warranted on the transport of C–F semi-ionic and covalent species in graphite at high temperatures.

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 score0.003
Threshold uncertainty score0.010

Distilled classifier scores by category (both heads)

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)0.0030.000

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 head0.008
GPT teacher head0.195
Teacher spread0.187 · 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".

Quick stats

Citations7
Published2024
Admission routes1
Has abstractyes

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