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Record W3134674266 · doi:10.1117/12.2596010

Metamaterial Inc. (META): META Capabilities Demonstration

2021· article· en· W3134674266 on OpenAlexaff
J. Dorey, Frederico Bastos

Bibliographic record

VenueSPIE Exhibition Product Demonstrations · 2021
Typearticle
Languageen
FieldEngineering
TopicSpacecraft Design and Technology
Canadian institutionsMetamaterial Technologies (Canada)
Fundersnot available
KeywordsMetamaterialHolographyLithographyPhotomaskComputer scienceMaterials scienceFabricationOpticsNanotechnologyOptoelectronicsPhysicsResist

Abstract

fetched live from OpenAlex

Watch various applications from META in action, including laser glare protection, de-fogging and de-icing, automotive HUDs and transparent antennas to name several. We have applied our technology to revolutionize everything from solar solutions to aircraft safety, to wearable technology. All of our products are designed and manufactured with environmental sustainability as a high priority. Our technology: Holography: Not all holograms portray objects. Holograms can have unique, often extraordinary functional properties. META designs and fabricates holograms as specialty optical elements that can not only replace traditional lenses and mirrors but can provide optical functions that are very difficult to achieve with conventional optics. These holographic optical elements (HOEs) allow system designers to develop devices that are smaller, lighter, cheaper and better than those achieved with conventional optics. Lithography: Rolling Mask Lithography® (RML) is our patented manufacturing technology that offers a unique advantage in the smart materials industry. RML employs a massively parallel patterning scheme that is easily scalable to large areas of rigid substrate materials (plates and panels) and rolls of flexible films. Its nano-fabrication method combines the advantages of Soft Lithography and Near-field Optical Lithography, proved to be reliable in fabrication of nano-structures beyond the diffraction limit. Wireless Sensing: can manipulate electromagnetic waves in ways that have not been possible until now, opening the door to a new generation of medical diagnostic tools. META is developing a range of devices that integrate metamaterials with unique properties for a range of different applications. www.metamaterial.com shop.metamaterial.com marketing@metamaterial.com

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 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), Insufficient payload (model declined to judge)
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 score0.159
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
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 head0.030
GPT teacher head0.230
Teacher spread0.200 · 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 teacher head, not a consensus.

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

Citations0
Published2021
Admission routes1
Has abstractyes

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