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Record W4376616622 · doi:10.1002/pol.20230118

Functional self‐healable <scp>EVA</scp> elastomers based on reversible covalent networks: A potential new class of epoxy‐based specialty adhesives

2023· article· en· W4376616622 on OpenAlexaff
Sagar Kumar Raut, Prantik Mondal, Shrabana Sarkar, Bhavya Parameswaran, Sambhu Bhadra, Sujith Nair, Ravin Narain, Nikhil K. Singha

Bibliographic record

VenueJournal of Polymer Science · 2023
Typearticle
Languageen
FieldMaterials Science
TopicPolymer composites and self-healing
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsElastomerMaterials scienceAdhesiveEpoxyDynamic mechanical analysisMaleimidePolymer chemistryComposite materialMethacrylateBifunctionalPolymerCopolymerChemistryOrganic chemistry

Abstract

fetched live from OpenAlex

Abstract Multifunctional elastomers have gained tremendous attention in the material research community. In this study, an epoxy functionalized elastomer poly(ethylene‐ co ‐vinyl acetate‐ co ‐glycidyl methacrylate) (EVA‐GMA) that is commercially available was modified with dynamic covalent chemistry to make it self‐healable and recyclable, as well as to investigate its adhesive properties. EVA‐GMA was modified to a furfuryl‐appended diene elastomer (FA‐EVA‐GMA) and subsequently cross‐linked with bifunctional 1,2,4‐triazoline‐3,5‐dione (bis‐TAD) and bismaleimide (BMI) derivatives via electrophilic substitution (ES) and Diels‐Alder (DA) chemistry, respectively. The ES modification of the elastomer was ambiently completed using bis‐TAD, whereas its maleimide modification required elevated conditions (65 °C) with a longer time of 24 h. The tensile study showed a remarkable improvement in the mechanical strength upon cross‐linking the elastomers. The differential scanning calorimetry (DSC) analysis elucidated the thermoreversible characteristics of both the ES and DA‐derived networks, showing the cleavage of ES and DA conjugates at 135 °C (retro‐ES) and 140 °C (retro‐DA), respectively. The cross‐linked elastomers exhibited significant self‐healing characteristics (with a healing efficiency of ≈ 88%) and monitored using an optical microscope and tensile analysis. Interestingly, the bis‐TAD‐derived and bismaleimide functionalized EVA‐elastomer showed excellent adhesive properties toward the metal surfaces, as analyzed via lap shear test.

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 head0.016
GPT teacher head0.241
Teacher spread0.226 · 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

Citations10
Published2023
Admission routes1
Has abstractyes

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