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Record W4391640065 · doi:10.1149/ma2023-0291043mtgabs

Anisotropic Lens-Shaped Mesoporous Carbon with Bifunctional Dual Metal Single Atom Electrocatalyst for Na Seawater Battery

2023· article· en· W4391640065 on OpenAlexaff
Dongyoon Woo, JI OH KIM, Jinwoo Lee

Bibliographic record

VenueECS Meeting Abstracts · 2023
Typearticle
Languageen
FieldEnergy
TopicElectrocatalysts for Energy Conversion
Canadian institutionsKootenay Association for Science & Technology
Fundersnot available
KeywordsElectrocatalystBifunctionalBattery (electricity)Materials scienceDual (grammatical number)SeawaterMetalAtom (system on chip)Carbon fibersAnisotropyMesoporous materialNanotechnologyOpticsChemistryElectrochemistryPhysicsMetallurgyOceanographyComposite materialElectrodeCatalysisComputer sciencePhysical chemistryGeologyEmbedded systemComposite numberOrganic chemistry

Abstract

fetched live from OpenAlex

Seawater is a promising electrolyte that can replace conventional distilled water-based electrolytes in that they are affordable and abundant. In the Na seawater battery, oxygen evolution reaction and oxygen reduction reaction occur in a single electrode during the charge and discharge process respectively. To obtain high energy efficiency of the Na-seawater battery, both oxygen electrocatalytic activity should be improved. In addition, the electrochemical reaction occurring in natural seawater may be hindered by chlorine ions. Side reactions such as chlorine evolution reaction or poisoning of electrocatalyst may occur during the charge/discharge process. In this study, dual metal single atom (DSA) loaded anisotropic lens-shaped mesoporous carbon is prepared for an electrode material in a Na-seawater battery. The DSA loaded anisotropic lens-shaped mesoporous carbon is synthesized by polymer interfacial self-assembly of block copolymer (BCP, Poly(ethylene oxide)-b-polystyrene, PEO-b-PS) and immiscible homopolymer (Poly(methyl methacrylate), PMMA). During the self-assembly, pre-dissolved inorganic precursors assemble with BCPs constructing the ordered mesoporous structure. Followed by proper carbonization and chemical etching, DSA loaded anisotropic lens-shaped mesoporous carbon is prepared. Using the natural seawater, the half-cell performance on the rotating disk electrode (RDE) of DSA (Fe-Nx/Co-Nx) loaded mesoporous carbon shows the lower potential difference (EOER-EORR) than a single atom (Fe-Nx) loaded mesoporous carbon, commercial Pt/C (20 wt%) and commercial Ir/IrO catalyst. Based on the RDE result, electrocatalyst performance in seawater half-cell (Na || Seawater) exhibits a concordant result. In addition to the electrochemical results, the performance of the DSA electrocatalyst is confirmed by comparing the activities of chlorine and oxygen species on DSA model through density functional theory calculation.

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 score0.003

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)0.0010.000

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 head0.017
GPT teacher head0.216
Teacher spread0.199 · 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

Citations0
Published2023
Admission routes1
Has abstractyes

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