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Record W4402131063 · doi:10.1007/s12598-024-02975-4

N/O dual coordination of cobalt single atom for fast kinetics sodium‐sulfur batteries

2024· article· en· W4402131063 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

VenueRare Metals · 2024
Typearticle
Languageen
FieldEngineering
TopicAdvanced Battery Materials and Technologies
Canadian institutionsWestern University
FundersNational Natural Science Foundation of China
KeywordsCobaltSulfurMaterials scienceDual (grammatical number)KineticsAtom (system on chip)SodiumMetallurgyComputer scienceEmbedded systemPhysics

Abstract

fetched live from OpenAlex

Abstract Room‐temperature sodium‐sulfur batteries are promising grid‐scale energy storage systems owing to their high energy density and low cost. However, their application is limited by the dissolution of long‐chain sodium polysulfides and slow redox kinetics. To address these issues, a cobalt single‐atom catalyst with N/O dual coordination was derived from a metal‐organic framework precursor (denoted as Co–N 2 O 2 /MOFc) for sulfur storage. Theoretical analysis demonstrates that, compared with the Co–N 4 structure, the introduction of oxygen atoms can further tune the d‐electron density of Co atoms via the coordinative effect, which enhances d‐p hybridization after Na 2 S x adsorption on Co–N 2 O 2 /MOFc. This leads to higher adsorption energy for Na 2 S x , lower Gibbs free energy for the rate‐limiting process and a decreased Na 2 S decomposition energy barrier, thereby promoting the polysulfide conversion reaction kinetics. When used as a sulfur host, the Co–N 2 O 2 /MOFc/S cathode exhibits excellent performance with a capacity of 590 mAh·g −1 (983 mAh·g −1 normalized by the sulfur mass) after 100 cycles at 0.1 A·g −1 and an excellent rate capability of 350 mAh·g −1 at 10 A·g −1 .

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)0.000
metaresearch head score (Gemma)0.000
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 score0.142
Threshold uncertainty score0.483

Codex and Gemma teacher scores by category

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)0.0000.000

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 head0.017
GPT teacher head0.237
Teacher spread0.220 · 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