Polarization‐Sensitive and Self‐Driven Pyro‐Phototronic Photodetectors Based on MoS<sub>2</sub>‐Water Heterojunctions (Advanced Optical Materials 11/2024)
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
Pyro-Phototronic Photodetectors Conventional photodetectors require an external voltage bias which can limit their applications, whereas pyro-phototronic photodetectors can use the combined photovoltaic and pyroelectric effects to detect optical signals at zero bias. In article number 2302651, Michael M. Adachi and co-workers report a high-performance pyro-phototronic photodetection device based on the MoS2–water heterojunction. The combination of simple fabrication process, polarization sensitivity, and high responsivity makes the MoS2–water heterojunction an attractive candidate for dual steady-state and transient-type photodetectors. [Cover design by Ehsan Faridi and Ehsan Keshavarzi – Inmywork Studio.]
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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 | 0.000 | 0.000 |
| 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 | 0.001 | 0.000 |
| Open science | 0.000 | 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