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Record W2316432962 · doi:10.1103/physrevb.70.045315

Surface pattern transfer in<mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:mrow><mml:mi mathvariant="normal">GaAs</mml:mi></mml:mrow></mml:math>with molecular beams of<mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:mrow><mml:msub><mml:mrow><mml:mi mathvariant="normal">Cl</mml:mi></mml:mrow><mml:mn>2</mml:mn></mml:msub></mml:mrow></mml:math>

2004· article· lv· W2316432962 on OpenAlexafffund
Jens H. Schmid, T. Tiedje, R. Mar, Anders Ballestad

Bibliographic record

VenuePhysical Review B · 2004
Typearticle
Languagelv
FieldPhysics and Astronomy
TopicSemiconductor Quantum Structures and Devices
Canadian institutionsUniversity of British Columbia
FundersNatural Sciences and Engineering Research Council of CanadaMcMaster University
KeywordsCrystal (programming language)Surface (topology)Materials scienceGratingOrientation (vector space)DiffusionAnisotropyIntensity (physics)DiffractionBeam (structure)PhysicsMolecular physicsOpticsAtomic physicsThermodynamicsGeometry

Abstract

fetched live from OpenAlex

The time evolution of surface gratings on $\mathrm{GaAs}(001)$ during maskless thermal ${\mathrm{Cl}}_{2}$ etching is investigated using atomic force microscopy and real-time measurements of diffracted light intensity. The decay of the grating depends strongly on its orientation with respect to the crystal axes. The pattern transfer can be altered significantly by using a directional molecular beam of ${\mathrm{Cl}}_{2}$ instead of exposure to a nondirectional low-pressure gas phase. In particular, if the molecular beam is incident on the sample from an off-normal direction, the grating shape develops a strong asymmetry. A numerical model consisting of two coupled partial differential equations for the surface height and the concentration of chlorine on the surface is in good quantitative agreement with the observed shape evolution. The model includes the effects of the crystal anisotropy of the etch rate, spatial inhomogeneity of the ${\mathrm{Cl}}_{2}$ flux to the surface, and surface diffusion of the chlorine. Fits of the model to the surface shapes allow us to determine the diffusion length of chlorine on $\mathrm{GaAs}(001)$ to be on the order of $50\phantom{\rule{0.3em}{0ex}}\mathrm{nm}$ at 200 \ifmmode^\circ\else\textdegree\fi{}C.

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 score0.008
Threshold uncertainty score0.026

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 studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0080.002

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 head0.015
GPT teacher head0.246
Teacher spread0.231 · 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

Citations1
Published2004
Admission routes2
Has abstractyes

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