Hydrogen Passivation and Channel Capping for Threshold Voltage Shift and Off-Current Reduction in Nanocrystalline Silicon TFTs
Bibliographic record
Abstract
Bottom-gate thin-film transistors were fabricated using a nanocrystalline silicon channel with amorphous silicon cap layer along with hydrogen plasma treatment on silicon nitride gate dielectric to enhance the stability and reliability of TFTs. The hydrogen plasma reduces the rate of threshold voltage shift, while amorphous silicon cap layer plays the role to reduce the TFT off-current. The TFT exhibits mobility of ~0.8 cm2V-1s-1, threshold voltage of ~4V, on/off current ratio about 108 with off-current of 10-13A, and subthreshold slope of 0.8 V/dec. No threshold voltage shift was observed following application of 15V gate stress for 5 hours.
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How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".