Cost effective and reliable electric wire filaments coated with nanofabricated and sintered superconductive ceramics
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
This paper reports the major results of research and development of thermochemically nanofabricated high temperature superconducting (HTS) ceramic leads and multifilament HTS YBa2Cu3O7–x (HTS-YBCO) electric wire. Advanced scientific features of the created ceramic engineering processing based on ceramic polymer (silicone) nanotechnology, including ceramic coating on continuous metal filaments, are discussed. Thermochemical nanofabrication of the honeycomb-like nanoarchitecture resulted in intergrain superconductivity of the fully dense sintered YBCO macroceramics, which is close to the inner grain superconductivity of the initial YBCO particles. The developed multifilament HTS-YBCO wire is cost effective, reliable, flexible and as workable as copper wire, but conducts ∼100 times more electricity with insignificant heat losses.
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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 | 0.002 |
| 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