Magnetic texture in iron nanowire arrays
Bibliographic record
Abstract
Highly ordered iron arrays of nanowires with different diameters have been prepared by the electrochemical deposition method, with the intention of studying magnetic texture in this system. Crystal texture with the [110] direction along the axis of the nanowires is demonstrated by x-ray diffraction measurements. The orientation of the magnetic moments is along the long axis of the nanowire, a result deduced from the transmission Mossbauer spectra of the as-prepared sample and the remanent states. However, as the intensity of the second and fifth lines is larger in conversion electron Mossbauer spectra than that in transmission Mossbauer spectra for the same diameter samples, the orientation of the magnetic moments appears to deviate from the axis more at the ends than that in the middle of the nanowires. On increasing the nanowire diameter, the magnetic texture becomes weaker. Large coercive force can be found for the small diameter samples when the external magnetic field is applied along the long axis of the nanowires.
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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) | 0.001 | 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".