A one-step approach for the fabrication of polymer and metal nanowires
Bibliographic record
Abstract
The fabrication of one-dimensional (1D) polymer and metal nanowires were obtained in a one-step mechanical approach. This approach is based on a controlled chattering process at the cutting edge of an oscillating diamond knife to conduct wavy cutting. Consecutive shallow wavy cuttings at different phases yield uniform ultra-long nanowire products with controlled lateral dimensions in the range of sub-100 nanometers to micrometers. The morphologies and lateral dimensions of the nanowires can be tuned through phase alignment, cutting depth and cutting speed, as demonstrated in this paper through examples of its application to polymethyl methacrylate, aluminum and copper. This facile one-step 'cutting-edge' method is robust, clean, involves no chemicals, and can be readily scaled up with precision machining for long-range and large-area fabrications.
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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".