Geometrical Optimization of Organic Electrochemical Transistor for High Transconductance
Why this work is in the frame
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Bibliographic record
Abstract
Organic electrochemical transistors (OECTs) are used widely as active devices for biosensing applications. OECT geometry can also be optimized by modifying the parameters like channel thickness and width to length ratio of the device to achieve optimum performance. The geometrical optimization of the OECT was conducted in this work using poly(3,4-ethylenedioxythiophene) poly(styrenesulfonate) (PEDOT:PSS) as the channel material. The fabricated OECTs demonstrate a ON/OFF current ratio (1.1 × 10 3 ) and μC * of 219.1 ± 27.5 F cm −1 V −1 s −1 . The devices with a higher width/length (W/L) ratio and a thicker channel of 260 nm demonstrate a transconductance of 2.17 mS. Pulse measurements were conducted on 260 nm thick PEDOT:PSS demonstrate high volumetric capacitance and hole mobility of 57.11 ± 1.92 F cm −3 and ∼4 cm 2 V −1 s −1 respectively.
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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 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| 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