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Record W4407005631 · doi:10.1002/adom.202403062

Polarization‐Dependent Color Modulation in Electrodeposited Cellulose Nanocrystals and Birefringent Multilayers

2025· article· en· W4407005631 on OpenAlexaff
Alexandre Fonseca, Paul Grey, Bruno Mendes, Wadood Y. Hamad, Elvira Fortunato, Rodrigo Martins, L. Pereira, Diana Gaspar

Bibliographic record

VenueAdvanced Optical Materials · 2025
Typearticle
Languageen
FieldMaterials Science
TopicAdvanced Cellulose Research Studies
Canadian institutionsUniversity of British Columbia
FundersFundação para a Ciência e a TecnologiaHorizon 2020 Framework ProgrammePrograma Operacional Regional do CentroAgência Nacional de InovaçãoEuropean Commission
KeywordsMaterials scienceBirefringencePolarization (electrochemistry)NanocrystalOptoelectronicsCelluloseNanotechnologyOpticsChemical engineering

Abstract

fetched live from OpenAlex

Abstract Cellulose nanocrystals (CNCs) can self‐organize into a chiral nematic liquid crystal phase with a left‐handed helical arrangement, resulting in structurally intrinsic photonic properties in the dry state. These include iridescence and the selective reflection of left circular polarized light, where the wavelength is typically defined by the surface chemistry and charge of the CNCs before self‐assembly. This work demonstrates how passive and dynamic stimulation can modulate the reflected wavelength across the entire visible light range. While the former is achieved through ion exchange at the CNC surface and electrophoretic deposition, the latter can be achieved by combining CNC layers with a thin‐film heater. Further, the multilayer electrodeposited CNC films are combined with a birefringent polypropylene tape as a retardation plate to enable reflection of both left‐handed and right‐handed circularly polarized light (LCPL and RCPL, respectively). This architecture allows various colors in LCPL and RCPL channels to be obtained, depending on the number of layers and the initial photonic bandgap conditions of the CNC films, which will not be possible with regular self‐assembled CNC films. The results obtained demonstrate the potential of CNC multilayer birefringent structures to be applied in photonics, imaging, sensing, and information processing.

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)0.001
Version: codex-gemma-dda1882f352aValidation 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 score0.005
Threshold uncertainty score0.959

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
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)0.0000.000

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 head0.009
GPT teacher head0.280
Teacher spread0.271 · 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.

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

Citations5
Published2025
Admission routes1
Has abstractyes

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