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Record W2913097276 · doi:10.1021/acs.chemmater.8b04487

Heterogeneous Surface Orientation of Solution-Deposited Gold Films Enables Retention of Conductivity with High Strain—A New Strategy for Stretchable Electronics

2019· article· en· W2913097276 on OpenAlexafffund
Yi‐Ting Chen, Yunyun Wu, Sara S. Mechael, Tricia Breen Carmichael

Bibliographic record

VenueChemistry of Materials · 2019
Typearticle
Languageen
FieldEngineering
TopicAdvanced Sensor and Energy Harvesting Materials
Canadian institutionsUniversity of Windsor
FundersNatural Sciences and Engineering Research Council of CanadaMitacs
KeywordsMaterials scienceStretchable electronicsElastomerElectrical conductorElectrodeComposite materialNanotechnologyFabricationFlexible electronicsDeformation (meteorology)ConductivityThin filmElectronicsTexture (cosmology)Surface roughnessComputer science

Abstract

fetched live from OpenAlex

Stretchable electronic devices rely on stretchable conductors to form device interconnects and electrodes that maintain electrical performance during deformation. Although the high conductivity of metals makes them desirable materials for these applications, the lack of intrinsic stretchability of metals is a fundamental problem in stretchable electronics. Research efforts to impart stretchability to metal films on elastomers have involved configuring the films into wavy features that unbend with strain or using high surface roughness to engineer how cracks form in metal films under strain. However, the topographies used in these approaches cause problems with integrating these metal films as electrodes in thin-film devices. This paper presents a new, simple, and low-cost strategy for the fabrication of stretchable gold films with planar topography that remain highly conductive to 95% elongation. Using solution-based electroless plating to deposit gold films on the elastomer poly(dimethylsiloxane) results in a heterogeneous crystalline surface texture with misoriented grains that are strong barriers to dislocation movement. Under strain, the misoriented grains cause the formation of a unique nanoscale cracking pattern that is remarkably effective at preserving conductivity. We demonstrate that this performance, coupled with the planar topography of these gold films, makes them suitable as electrodes in intrinsically stretchable light-emitting devices.

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 score0.002

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 integrity0.0000.001
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 head0.015
GPT teacher head0.217
Teacher spread0.202 · 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

Citations26
Published2019
Admission routes2
Has abstractyes

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