MétaCan
Menu
Back to cohort
Record W3201663284 · doi:10.1002/adom.202100695

Rainbows at the End of Subwavelength Discontinuities: Plasmonic Light Trapping for Sensing Applications

2021· article· en· W3201663284 on OpenAlexafffund
Sidra Farid, Katelyn Dixon, Moein Shayegannia, Remy H. H. Ko, Mahdi Safari, Joel Y. Y. Loh, Nazir P. Kherani

Bibliographic record

VenueAdvanced Optical Materials · 2021
Typearticle
Languageen
FieldEngineering
TopicPlasmonic and Surface Plasmon Research
Canadian institutionsUniversity of Toronto
FundersNatural Sciences and Engineering Research Council of CanadaGovernment of Ontario
KeywordsPlasmonMetamaterialPhotodetectionNanotechnologyComputer scienceMaterials scienceOptoelectronicsFabricationField (mathematics)Photodetector

Abstract

fetched live from OpenAlex

Abstract This article presents recent advances in plasmonic multiwavelength rainbow light trapping, a field that has evolved over the last decade and today is an active area of research interest encompassing a manifold of potential applications which include optical biosensing, photodetection, spectroscopy, and medicine. Conventional plasmonic devices are designed and optimized to enhance optical performance at single wavelengths, and as such are not suitable for applications that require electromagnetic field localization at multiple frequencies or broad frequency ranges of interest. To overcome these limitations, the ability to slow and trap light at multiple wavelengths and at different spatial locations has attracted significant scientific attention and opened up new research endeavors. Herein, fundamental principles of plasmonic light localization are presented, recent advances using breakthrough metamaterials are discussed—as well as major achievements and diverse device configurations used in the design and fabrication of plasmonic multiwavelength light trapping platforms with an emphasis on sensing applications. A presentation of salient works in this field is encapsulated, including the earliest invention of the concept of trapped rainbow, current trends, future directions, and emergent allied themes. This review also scrutinizes key developments and technical challenges vis‐à‐vis the physics of electromagnetic spectral localization and device fabrication which together provides insights and will inspire scientists and engineers to innovate and further develop the field.

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 score0.002
Threshold uncertainty score0.005

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 studies0.0000.001
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0010.001
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 head0.012
GPT teacher head0.248
Teacher spread0.236 · 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

Citations24
Published2021
Admission routes2
Has abstractyes

Explore more

Same venueAdvanced Optical MaterialsSame topicPlasmonic and Surface Plasmon ResearchFrench-language works237,207