Analog Resistance Switching in Single Tungsten Oxide Nanoparticle Devices
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
Analog resistance switching in single tungsten oxide (WOx) nanoplatelets (NPs) with <tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$\sim 100\ \text{nm}$</tex> edge length sandwiched in-between a tungsten (W) and a palladium (Pd) electrode is reported. The top contact, individually aligned to each NP, was fabricated using a combination of tailored planarization techniques, nanolithography and sputter deposition. Electrical characterization revealed pronounced analog resistive switching behavior of this material composition, with gradually increasing or decreasing maximum currents for a sequence of positive or negative voltage sweeps, respectively. The switching can be assigned to a formed oxygen vacancy path in the WOx layer. Chemically synthesized NPs with analog switching behavior are promising nanoscale building blocks for the bottom-up formation of 3D memristive structures, which may eventually self-assemble into complex neuromorphic computing circuitry.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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