Tuning the Optoelectronic Properties of Pulsed Laser Deposited “3D”‐MoS<sub>2</sub> Films via the Degree of Vertical Alignment of Their Constituting Layers (Advanced Optical Materials 15/2024)
Bibliographic record
Abstract
Optoelectronic Properties of Pulsed Laser Deposited “3D”-MoS2 Films The pulsed laser deposition technique is used by My Ali El Khakani and co-workers to grow MoS2 films with a particular microstructure where their constituting layers are vertically aligned. These relatively-thick (“3D”) MoS2 films were found to behave as direct-bandgap “2D-MoS2” with exceptional optoelectronic properties. The optoelectronic properties of the films are shown to be linearly correlated to the degree of vertical alignment of MoS2 layers. This paves the way for the integration of “3D”-MoS2 films into highly photosensitive devices, compatible with VLSI-technologies.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".