Interfacial Atomic Mechanisms of Single‐Crystalline MoS<sub>2</sub> Epitaxy on Sapphire (Adv. Mater. 11/2025)
Why this work is in the frame
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Bibliographic record
Abstract
Interfacial Atomic Mechanisms In article number 2414317, Huaze Zhu, Huashan Li, Wei Kong, and co-workers reveal the interfacial atomic mechanisms governing the epitaxial growth of single-crystalline molybdenum disulfide on sapphire substrates. Through high-resolution characterization and theoretical calculations, the critical role of interfacial composition in determining single-crystalline quality is elucidated. These findings provide new theoretical insights for the controlled growth of single-crystalline two-dimensional materials.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it