The role of Bi3+ ions in magneto-optic Ce and Bi comodified epitaxial iron garnet films
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Bibliographic record
Abstract
Epitaxial Ce and Bi comodified iron garnet and Ce-modified yttrium iron garnet thin films were grown on (100)-oriented Gd3Ga5O12 substrates by pulsed laser deposition, in order to investigate the role of Bi3+ ions and their contribution to the structural, chemical, and magneto-optical properties. Both films showed a strong Faraday rotation of 0.65 deg/μm and 0.52 deg/μm at 1.55 μm, respectively. The valence state of the Ce ions was significantly changed by the substitution with Bi3+, which in turn was demonstrated to lead to an increase in the concentration of Ce3+ as well as to the decrease in the lattice mismatch.
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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 | 0.000 |
| 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