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Record W4414081025 · doi:10.1002/advs.202513282

Synergistic Ni‐Co Metal Nodes in a Conjugated MOF‐Modified Separator for High‐Performance Lithium‐Sulfur Batteries

2025· article· en· W4414081025 on OpenAlexaff
Yuanhang Xu, Yuxuan Jiang, Yu Xiang, Yijing Gu, Mohsen Shakouri, Rongmei Zhu, Huan Pang

Bibliographic record

VenueAdvanced Science · 2025
Typearticle
Languageen
FieldEngineering
TopicAdvanced Battery Materials and Technologies
Canadian institutionsCanadian Light Source (Canada)University of Saskatchewan
FundersYangzhou UniversityGovernment of Jiangsu ProvinceSix Talent Peaks Project in Jiangsu ProvinceNatural Science Foundation of Jiangsu ProvinceNational Natural Science Foundation of China
KeywordsSeparator (oil production)Bimetallic stripPolysulfideRedoxEnergy storageElectrochemistryEnvironmentally friendlyCoatingConjugated system

Abstract

fetched live from OpenAlex

Abstract Lithium‐sulfur batteries (LSBs) hold great potential as next‐generation energy storage systems due to their high theoretical energy density and relatively low cost. However, their practical application is hindered by issues such as the shuttle phenomenon caused by soluble lithium polysulfides (LiPSs), slow redox reaction rates, and unsatisfactory cycling stability. In this study, novel conjugated metal–organic frameworks, M x M″ 3‐x (HHTP) 2 (M, M″ = Ni 2+ , Co 2+ , Cu 2+ ) is reported, as a functional coating on polypropylene (PP) separators. Leveraging the in‐plane d‐π conjugation, high porosity, and rich redox‐active sites, the M x M' 3‐x (HHTP) 2 ‐modified separators effectively suppress LiPSs’ shuttling, facilitate Li + transport, and accelerate LiPSs’ redox conversion. Among the series, the bimetallic Ni 1.35 Co 1.65 (HHTP) 2 /PP separator demonstrates superior electrochemical performance, owing to the synergistic interaction between Ni and Co metal centers. This synergism results in an optimized pore structure, enhances conductivity, and stronger polysulfide affinity compare to monometallic analogues. Consequently, the cell employing Ni 1.3 5Co 1.65 (HHTP) 2 /PP provides an initial discharge capacity of 1148 mAh g −1 at 0.1 C and the capacity decay rate is 0.08% after 500 cycles at 1C. This work presents a scalable and environmentally friendly strategy for constructing multifunctional separators to fully realize the potential of high‐energy‐density 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 score0.053
Threshold uncertainty score0.918

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 studies0.0000.001
Scholarly communication0.0000.001
Open science0.0010.000
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 head0.010
GPT teacher head0.258
Teacher spread0.248 · 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

Citations10
Published2025
Admission routes1
Has abstractyes

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