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Record W4414347271 · doi:10.1002/advs.202515034

Synergistic Effect of Dual‐Functional Groups in MOF‐Modified Separators for Efficient Lithium‐Ion Transport and Polysulfide Management of Lithium‐Sulfur Batteries

2025· article· en· W4414347271 on OpenAlexaff
Zheng Liu, Wanchang Feng, Haoyang Xu, Zilin Yang, Wenting Li, Mohsen Shakouri, Hsiao‐Chien Chen, Fan Zhang, Huan Pang

Bibliographic record

VenueAdvanced Science · 2025
Typearticle
Languageen
FieldEngineering
TopicAdvanced Battery Materials and Technologies
Canadian institutionsCanadian Light Source (Canada)University of Saskatchewan
FundersNational Natural Science Foundation of China
KeywordsPolysulfideSeparator (oil production)ElectrochemistryElectrochemical energy storageEnergy storageComposite numberKineticsMembrane

Abstract

fetched live from OpenAlex

Abstract Lithium‐sulfur batteries (LSBs) have been regarded as an attractive candidate for future energy storage systems owing to their exceptionally high energy density. However, the further application of LSBs is faced with critical challenges such as the intrinsic insulation of sulfur and the shuttle effect of soluble lithium polysulfides (LiPS). To overcome these problems, a dual functional metal‐organic framework (UIO‐66‐NH 2 ‐HSO 3 ) modified separator is proposed, strategically implemented to examine the dual functionality in anchoring LiPS and facilitating Li + transport. Theoretical calculations indicated that the Li + diffusion kinetics and LiPS adsorption ability are synergistically boosted by the dual‐functional groups in the framework. The ‐HSO 3 demonstrates high affinity for capturing LiPS species while simultaneously repulsing polysulfide anions. Conversely, ‐NH 2 effectively immobilizes these anionic species. Additionally, the lower LUMO energy level of NH 2 ‐H 2 BDC and the higher HOMO energy level of HSO 3 ‐H 2 BDC significantly accelerate the reaction kinetics of LSBs. Electrochemical assessments revealed that the UIO‐66‐NH 2 ‐HSO 3 @PP composite delivers ultra‐high rate capability and long‐term cycling durability, surpassing most of the reported results. In situ spectroscopic analysis established that the UIO‐66‐NH 2 ‐HSO 3 @PP facilitates homogeneous lithium‐ion migration while mitigating polysulfide shuttling. This study provides a theoretical foundation for the rational design of multifunctional MOFs membranes as advanced separators for high‐performance LSBs.

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)0.000
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 score0.254
Threshold uncertainty score0.590

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
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 head0.006
GPT teacher head0.235
Teacher spread0.229 · 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 teacher head, 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

Citations17
Published2025
Admission routes1
Has abstractyes

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