MétaCan
Menu
Back to cohort
Record W4406767072 · doi:10.1002/adma.202414317

Interfacial Atomic Mechanisms of Single‐Crystalline MoS<sub>2</sub> Epitaxy on Sapphire

2025· article· en· W4406767072 on OpenAlexafffund
Han Chen, Ji Chen, Yuxuan Chen, Hongyu Hou, Wenhao Li, Jichuang Shen, Changhong Cao, Huaze Zhu, Huashan Li, Wei Kong

Bibliographic record

VenueAdvanced Materials · 2025
Typearticle
Languageen
FieldMaterials Science
Topic2D Materials and Applications
Canadian institutionsMcGill University
FundersNatural Sciences and Engineering Research Council of CanadaNatural Science Foundation of Guangdong ProvinceCanada Foundation for InnovationNational Natural Science Foundation of ChinaWestlake UniversityNational Supercomputer Centre in Guangzhou
KeywordsEpitaxySapphireMaterials scienceMonolayerAtomic unitsNanotechnologyWaferChemical physicsSubstrate (aquarium)Molybdenum disulfideOptoelectronicsCrystallographyLayer (electronics)ChemistryOpticsMetallurgy

Abstract

fetched live from OpenAlex

Abstract The epitaxial growth of molybdenum disulfide (MoS₂) on sapphire substrates enables the formation of single‐crystalline monolayer MoS₂ with exceptional material properties on a wafer scale. Despite this achievement, the underlying growth mechanisms remain a subject of debate. The epitaxial interface is critical for understanding these mechanisms, yet its exact atomic configuration has previously been unclear. In this study, a monolayer single‐crystalline MoS₂ grown on a sapphire substrate is analyzed, decisively visualizing the atomic structure of the epitaxial interface and elucidating its role in epitaxial growth from an atomic perspective. The findings reveal that the interface consists of a periodic molecular MoO 3 interlayer, van der Waals epitaxially grown on a single Al‐terminated sapphire surface. Additionally, it is discovered that MoO 3 coverage enhances surface interactions and introduces a unique atomic arrangement with 1‐fold symmetry at the sapphire surface, thereby facilitating the unidirectional alignment of MoS₂. This discovery provides valuable insights into the growth mechanisms leading to single‐crystalline MoS₂ formation, and suggests pathways for quantitatively monitoring and controlling growth dynamics, for the improvement of material quality and process repeatability, applicable for single‐crystalline MoS₂ or potentially other transition metal dichalcogenides epitaxially grown on sapphire.

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)0.001
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 score0.011
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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)0.0000.000

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 head0.248
Teacher spread0.238 · 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

Citations17
Published2025
Admission routes2
Has abstractyes

Explore more

Same venueAdvanced MaterialsSame topic2D Materials and ApplicationsFrench-language works237,207