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Record W3173433985 · doi:10.1002/admt.202100039

3D Co‐Printing of 3D Electronics with a Dual Light Source Technology

2021· article· en· W3173433985 on OpenAlex
Junfeng Xiao, Dongxing Zhang, Qiuquan Guo, Jun Yang

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueAdvanced Materials Technologies · 2021
Typearticle
Languageen
FieldEngineering
TopicAdditive Manufacturing and 3D Printing Technologies
Canadian institutionsWestern University
Fundersnot available
KeywordsMaterials science3D printingElectronicsNanotechnologyPrinted electronicsCuring (chemistry)Electrical conductorDual (grammatical number)Digital Light ProcessingInkwellFlexible electronicsComposite materialElectrical engineeringComputer science

Abstract

fetched live from OpenAlex

Abstract This study reports a new strategy—3D co‐printing technology by collaboratively employing a dual‐light curing process—to fabricate 3D electronics selectively either deposited on a free‐form surface or embedded within a bulk structure. The 3D co‐printing technology only involves one printing material, which works for both the construction of polymeric structures and the metallization process of conductive circuits resulted from the metal precursor loaded in photosensitive resin. The photoreduction of metal nanoparticles (NPs) can be efficiently activated with a second laser scanning. 3D co‐printing technology addresses the challenge of conventional methods requiring multiple materials deposition processes. The resultant conductive trace composed of NPs exhibits a superior resistivity as low as ≈6.12 µΩ m. The resistivity is further controllable ranging from 10 −6 to 10 Ω m through adjusting the material formulation and processing parameters. This study has demonstrated that the proposed 3D co‐printing is a high‐efficiency and low‐cost co‐printing approach which opens a new avenue of making 3D 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.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
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 score0.116
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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)0.0000.000

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 head0.005
GPT teacher head0.208
Teacher spread0.203 · 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