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Record W4410494368 · doi:10.1016/j.apmate.2025.100302

Enhancing dipole polarization loss in conjugated metal-organic frameworks via coordination symmetry breaking under electromagnetic field

2025· article· en· W4410494368 on OpenAlexfundno aff
Weize Wang, Jiaqi Tao, Tao Yu, Yijie Liu, Lvtong Duan, Zhihao He, Shuang Chen, Jintang Zhou, Pïng Chen, Zhengjun Yao

Bibliographic record

VenueAdvanced Powder Materials · 2025
Typearticle
Languageen
FieldMaterials Science
TopicMetamaterials and Metasurfaces Applications
Canadian institutionsnot available
FundersGraduate Research and Innovation Projects of Jiangsu ProvinceCollaborative Innovation Center of Advanced MicrostructuresNational Natural Science Foundation of ChinaSpinal Cord Injury Canada
KeywordsDipolePolarization (electrochemistry)Electromagnetic fieldConjugated systemMaterials scienceSymmetry breakingChemical physicsField (mathematics)MetalCondensed matter physicsPhysicsChemistryQuantum mechanicsPolymerPhysical chemistryMetallurgyComposite material

Abstract

fetched live from OpenAlex

Modulating the dipole polarization loss in the single-atom region and establishing its direct relationship with the EWA performance remain an unmet challenge. Here, a dual-ligand modulation strategy, i.e., partially changing coordination atoms in the single-metal region (sMr), is introduced to effectively break the coordination symmetry of conjugated metal-organic frameworks (cMOFs), finally enhancing EWA property of cMOFs materials. Further, the asymmetrical sMr is experimentally found to elicit the dipole polarization loss, overcoming the handicaps of other electromagnetic wave loss mechanisms, which directly contribution to enhance EWA performance of this series of cMOFs. This strategy is further confirmed by replacing metal centers. Among studied series of cMOFs, Cu 2.25 /Co 0.75 (HHTP 1.67 HITP 0.33 ) achieves excellent EWA performance with an effective absorption bandwidth of 5.00 GHz and a reflection loss of −66.03 dB. We introduce a dual-ligand modulation strategy targeting single-metal regions within cMOFs here, aiming to achieve superior EWA performance through atomic-scale dipole polarization loss modulation. We hope our study can inspire more exploration to realize high-performance EWA materials.

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 score0.001
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 head0.005
GPT teacher head0.256
Teacher spread0.251 · 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

Citations27
Published2025
Admission routes1
Has abstractyes

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