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Record W4412654559 · doi:10.1002/smtd.202501088

Low Noise and Drift Reconfigurable Solution‐Processed Chalcogenide Phase Change Metasurfaces

2025· article· en· W4412654559 on OpenAlex

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.
fundA Canadian funder is recorded on the work.

Bibliographic record

VenueSmall Methods · 2025
Typearticle
Languageen
FieldMaterials Science
TopicPhase-change materials and chalcogenides
Canadian institutionsUniversity of Alberta
FundersNatural Sciences and Engineering Research Council of CanadaAlberta Innovates
KeywordsChalcogenideNoise (video)Phase (matter)Materials sciencePhase noisePhase changeOptoelectronicsOpticsElectronic engineeringComputer sciencePhysicsEngineering physicsEngineeringArtificial intelligence

Abstract

fetched live from OpenAlex

Abstract Chalcogenide glasses are increasingly favoured as the programmable layer of choice in reconfigurable optoelectronic platforms, enabling diverse signal modulation, display, and memory device applications over the past decade. These applications capitalize on the amorphous‐to‐crystalline phase transition of these alloys, often produced using expensive ultrahigh‐vacuum physical vapor deposition (PVD) methods. Here, a cost‐effective, solution‐processed approach is presented to synthesizing chalcogenide phase change materials (PCMs). Our results show that optical‐grade antimony sulfide (Sb 2 S 3 ) can be deposited onto various substrates at subwavelength thicknesses. Notably, these films demonstrate non‐volatile phase change modulation contrasts comparable to PVD methods, with significantly lower volatile thermo‐optic response, promising enhanced performance by reducing noise and drift. The first reconfigurable phase change chalcogenide metasurface formed from solution‐processed PCM films are also introduced, which can be patterned into polarization‐sensitive subwavelength nanograting metasurfaces without degradation, allowing for period‐dependent resonances and large modulation contrasts. The liquid nature of the deposition technique is perfectly suited for inclusion in display technologies and the integration of various emitters and active nanoparticles into PCM films, paving the way for new hybrid PCM composites, offering numerous solutions for emerging quantum and neuromorphic photonic platforms while lowering production costs.

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)0.003
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 score0.172
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
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)0.0010.000

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 head0.099
GPT teacher head0.385
Teacher spread0.286 · 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