Influence of Channel Stoichiometry on Zinc Indium Oxide Thin-Film Transistor Performance
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Bibliographic record
Abstract
Thin-film transistors using a semiconductor of the form (ZnO)x( In2O3)1- x were fabricated via combinatorial RF sputtering. Stoichiometries varied from x=0.5 to x=1. Two sets of devices were annealed under oxygen at 300degC and 600degC, with another left as deposited. Devices fabricated with a zinc oxide fraction of 0.67plusmn0.02 were found to exhibit the highest mobilities of 35 cm2/Vmiddots for 300degC annealing conditions. Peak performance was found for x=0.75plusmn0.02, which yielded near-zero turn-on voltages, inverse subthreshold slopes of 0.3 V/dec, and on/off ratios up to 109.
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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 | 0.001 | 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