Transparent Conducting ITO Nanowires: Orientation Control, Phase Selection, and Light Emission
Bibliographic record
Abstract
As a new paradigm of synthesis, the vapour-liquid-solid (VLS) growth of nanowires has received considerable attention in the past decade due to the vast potential of nanowire-based devices. Indium tin oxide or ITO is the most important transparent conducting oxide, dominating the touch-screen and other emerging technology markets. In this talk, I will discuss the synthesis and characterization of single-crystalline ITO nanowires. We found that the growth of planar, vertical and randomly oriented tin-doped indium oxide (ITO) nanowires can be realized on yttria-stabilized zirconia (YSZ) substrates via the epitaxy-assisted VLS mechanism. In addition, with properly tuned growth conditions, a rare cubic phase of In-Sn-O (ISO) epitaxially forms at the catalyst/nanowire interface, forming a self-assembled axial nanowire heterostructure. Finally, we also found that ITO nanowires can emit UV light, exhibiting optical properties different from the bulk counterpart.
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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".