Transfer printing of silver nanowire conductive ink for e-textile applications
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract Electrical conductivity of a textile is a necessity for e-textile devices as well as functionality such as electromagnetic shielding and static dissipation. Here, sheet resistances as low as 3 Ω sq −1 are achieved by transfer printing films of silver nanowire networks onto the surface of fabrics. Because the nanowires are only 40 nm thick and the film is an open mesh rather than a continuous film, the coating is lightweight, more mechanically flexible than other conductive fabrics, and at sparser nanowire densities does not obstruct the pattern of the textile underneath. The open spaces in the mesh structure also allow adhesive to permeate through the film, permitting the coating to be applied through an easy, industrially compatible transfer printing process. It is demonstrated that the coating can be patterned and used as device interconnections, and has the ability to shield electromagnetic radiation and heat fabric.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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