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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 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.

fundA Canadian funder is recorded on the work.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

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.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
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 score0.029
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
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)0.0020.000

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