Normal Zone Propagation Velocity in 2G HTS Coated Conductor With High Interfacial Resistance
Why this work is in the frame
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Bibliographic record
Abstract
A fast normal zone propagation velocity (NZPV) in second-generation (2G) high-temperature superconductor (HTS) coated conductors (CC) is desirable in order to prevent the appearance of destructive hot spots upon a local quench. It was predicted theoretically that an increase of the interfacial resistance between the superconductor and the stabilizer would enhance the NZPV of 2G HTS CC due to the longer current transfer length between the superconductor and the stabilizer. In this paper, the dependence on current amplitude of the NZPV of 2G HTS CC having different interfacial resistances was measured experimentally. Our results indicate that the NZPV is enhanced by two orders of magnitude when the interfacial resistance is increased by three orders of magnitude.
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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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.003 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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