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EXAFS sheds light on short-range ordering in <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mrow> <mml:mi mathvariant="normal">G</mml:mi> <mml:msub> <mml:mi mathvariant="normal">e</mml:mi> <mml:mrow> <mml:mn>1</mml:mn> <mml:mo>−</mml:mo> <mml:mi>x</mml:mi> </mml:mrow> </mml:msub> <mml:mi mathvariant="normal">S</mml:mi> <mml:msub> <mml:mi mathvariant="normal">n</mml:mi> <mml:mi>x</mml:mi> </mml:msub> </mml:mrow> </mml:math> heteroepitaxial layers grown by MBE and CVD

2025· article· en· W4410953407 on OpenAlexfundno aff
Sliman Gougam, Francesco De Angelis, Carlo Meneghini, Omar Concepción, Dan Buca, Giovanni Capellini, Marvin Zöllner

Bibliographic record

VenuePhysical Review Materials · 2025
Typearticle
Languageen
FieldEngineering
TopicPhotonic and Optical Devices
Canadian institutionsnot available
FundersMinistero dell'Università e della RicercaEuropean Synchrotron Radiation FacilityEnvironmental Studies Research FundsEuropean CommissionNextGenerationEUDipartimenti di Eccellenza
KeywordsMaterials science

Abstract

fetched live from OpenAlex

The local arrangement of atoms in an alloy impacts its electronic band structure and, consequently, its fundamental physical properties. This work investigates the short-range order of tin atoms in binary <a:math xmlns:a="http://www.w3.org/1998/Math/MathML"> <a:mrow> <a:mi mathvariant="normal">G</a:mi> <a:msub> <a:mi mathvariant="normal">e</a:mi> <a:mrow> <a:mn>1</a:mn> <a:mo>−</a:mo> <a:mi>x</a:mi> </a:mrow> </a:msub> <a:mi mathvariant="normal">S</a:mi> <a:msub> <a:mi mathvariant="normal">n</a:mi> <a:mi>x</a:mi> </a:msub> </a:mrow> </a:math> semiconductors epitaxially grown on Ge-buffered Si (001) substrates. Samples featuring Sn content up to 13 at.% were analyzed by x-ray absorption fine structure spectroscopy at the Sn-K edge. The study reveals how the growth method and its process parameters, like temperature, or the epitaxial built-up strain affect the local atomic ordering of tin within the alloys. While the deposition technique seems to have a marginal effect on the Sn short-range ordering, the growth temperature and Sn content systematically influence the bonding angles Sn. Ge-Sn next neighbor coordination shells, whereas the interatomic distances remain largely unaffected. In the first coordination shell Sn-Ge are strongly favored over Sn-Sn, while the opposite happens in the next coordination shell, where Sn-Sn are systematically favored. These insights into the relationship of growth condition and layer properties enable to identify the nature of the large variety of electronic and optical properties measured in <f:math xmlns:f="http://www.w3.org/1998/Math/MathML"> <f:mrow> <f:mi mathvariant="normal">G</f:mi> <f:msub> <f:mi mathvariant="normal">e</f:mi> <f:mrow> <f:mn>1</f:mn> <f:mo>−</f:mo> <f:mi>x</f:mi> </f:mrow> </f:msub> <f:mi mathvariant="normal">S</f:mi> <f:msub> <f:mi mathvariant="normal">n</f:mi> <f:mi>x</f:mi> </f:msub> </f:mrow> </f:math> layers.

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)0.006
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Open science, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity, Insufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.930
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.003
Meta-epidemiology (narrow)0.0030.005
Meta-epidemiology (broad)0.0010.004
Bibliometrics0.0020.003
Science and technology studies0.0030.003
Scholarly communication0.0040.005
Open science0.0060.005
Research integrity0.0050.004
Insufficient payload (model declined to judge)0.5520.005

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 head0.013
GPT teacher head0.237
Teacher spread0.224 · 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; both teacher heads agree on what is shown here.

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

Citations2
Published2025
Admission routes1
Has abstractyes

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