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Record W4392962419 · doi:10.1021/acsaenm.3c00807

Soft and Mechanically Robust Electromagnetic Interference Shielding Material in Polypropylene Reinforced by Aligned Steel Fibers and Crystalline Structures

2024· article· en· W4392962419 on OpenAlexafffund
Shaghayegh Shajari, Yalda Zamani Keteklahijani, Mohammad Arjmand, Mehdi Mahmoodi, Uttandaraman Sundararaj

Bibliographic record

VenueACS Applied Engineering Materials · 2024
Typearticle
Languageen
FieldMaterials Science
TopicElectromagnetic wave absorption materials
Canadian institutionsUniversity of British Columbia, Okanagan CampusUniversity of British ColumbiaUniversity of Calgary
FundersNatural Sciences and Engineering Research Council of Canada
KeywordsMaterials scienceElectromagnetic shieldingPolypropyleneComposite materialElectromagnetic interferenceEngineeringElectrical engineering

Abstract

fetched live from OpenAlex

With growing demands arising from technology development for highly durable and easily moldable materials in flexible electronic devices, electromagnetic interference (EMI) materials are gradually shifting from rigid metals to soft polymer composites. Current flexible EMI shielded materials with high electrical conductivity have limited mechanical robustness owing to unstable filler–polymer structures and filler agglomerations. This work prepares highly conductive EMI shielding materials from steel fibers (SFs) and polypropylene (PP) composites using extrusion preprocessing and postprocessing methods, such as compression molding and injection molding. The extrusion process provides highly crystalline SSF/PP composites with mechanical strength at break of up to 30 MPa and a high elastic modulus of up to 2.5 GPa. Extrusion followed by injection processing forms an aligned structure of SSF and creates β crystalline phases inside the PP matrix. The SSF/PP composites prepared by the extrusion-injection process demonstrated flexibility and bending to 180° with full recoverability and strain to failure of 250% for 0.2–1 vol % and 80% for 2 vol % SSF. 2 vol % SSF/PP composites exhibit a high out-of-plane electrical conductivity of 0.25 S cm –1, an in-plane electrical conductivity of 12 S cm –1, an EMI shielding effectiveness of 25 dB, and a high impact strength of 4.7 kJ m –2 . The study provides a facile, scalable, and solvent-free strategy for high-performance, soft, and durable EMI shielding materials with great potential for flexible and portable electronics.

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 score0.000
Threshold uncertainty score0.001

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)0.0000.000

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 head0.192
Teacher spread0.186 · 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

Citations1
Published2024
Admission routes2
Has abstractyes

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