Hysteretic and asymmetric magnetoimpedance in cobalt-rich amorphous wires
Bibliographic record
Abstract
Summary form only given. The magnetization processes in Co-rich amorphous wires prepared by melt extraction were investigated for tensile stresses applied to the wire in the 0-200 MPa range. The magneto-impedance (MI) responses - /spl Delta/Z/Z vs. the longitudinal d.c. field, H - were measured using an impedance analyzer at constant frequency (10 MHz) and in the field range of $4 to + 4 Oe. The wire was saturated with a 200 Oe longitudinal field before each measurement. Circumferential hysteresis loops, m (h/sub /spl phi//), where h/sub /spl phi// is the rf circular field generated by the current flowing through the wire, were also obtained by time integration of the voltage signal picked-up across the wires.
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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".