Investigation of multi-photoconductance state induced by light-sensitive defect in TiO<i>x</i>-based memristor
Why this work is in the frame
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Bibliographic record
Abstract
A TiOx switching layer with a thickness of ∼83 nm is prepared on a F-doped SnO2 (FTO) substrate by the sol-gel method to fabricate the Ag/TiOx/FTO memristor. The resistive switching memory behavior observed in the developed memristor can be efficiently modulated by the light. After modulating the light-intensity from 2.5 to 12.5 mW/mm2, five discrete photoconductance states can be obtained. The competition and synergy of the oxygen vacancy and Ag atom-based filament are responsible for the resistance switching (RS) memory behavior. The multi-photoconductance states are ascribed to the electron excited by the external light transports along the conduction filament. The programmable multi-photoconductance states provide a realistic RS memory behavior to mimic the function of a visual system.
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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) | 0.000 | 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) | 0.000 | 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