Modeling of the static and dynamic behavior of hydrogenated amorphous silicon thin-film transistors
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Bibliographic record
Abstract
This article reports on physically based models for hydrogenated amorphous silicon (a-Si:H) inverted staggered thin-film transistors (TFT), which accurately predict both the static and dynamic characteristics of the TFT. The model is implemented in VerilogA hardware description language, which comes as a standard feature in most circuit simulation environments. The static model includes both forward and reverse regimes of operation. The model for leakage current takes into account the physical mechanisms responsible for the source of the reverse current, viz., the formation of the conducting channels at the back and front a-Si:H/a-SiNx:H interfaces and their relative dominance at different bias conditions. The dynamic model includes the different charge components associated with the tail states, deep states, interfaces, and traps and their associated time constants. Good agreement between modeling and experimental results is obtained.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.002 |
| 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