Studies of Gold Nanoparticles as Precursors to Printed Conductive Features for Thin-Film Transistors
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Bibliographic record
Abstract
Gold nanoparticles stabilized with various alkanethiols were studied as printable precursors for fabricating electrically conductive elements for printed electronics. Gold nanoparticle features were printed using stencil and microcontact techniques and then converted to highly conductive features for thin-film transistors (TFTs) at relatively low annealing temperatures. TFT devices with printed source/drain electrodes of this nature exhibited similar or better field-effect transistor (FET) characteristics than those with vacuum-evaporated gold electrodes. The improved performance was attributable to the presence of alkanethiol stabilizers on the printed electrode surface, which enabled intimate electrode/semiconductor interfacial interactions. Different alkanethiol stabilizers exerted different effects on the decomposition profiles of gold nanoparticles but not on FET performance.
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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 | 0.000 |
| 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 it