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)
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
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.
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.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it