An effective method to probe local magnetostatic properties in a nanometric FePd antidot array
Bibliographic record
Abstract
Agradecimentos: This work was financially supported in part by the Fonds Quebecois de Recherche sur la Nature et les Technologies (FQRNT), Canada, the Fundacao de Amparo a Pesquisa do Estado de Sao Paulo (FAPESP), Brazil, and the Spanish Government MICINN and EU FEDER under research projects nos MAT2009-13108-C02-01, MAT2010-20798-C05-04 and FICYT No FC-09-IB09-131. Small-angle x-ray scattering data was acquired at beamline D11A-SAXS1 at Laboratorio Nacional de Luz Sincroton (LNLS). We acknowledge Professor Cotta (UNICAMP) for the AFM measurements. MK acknowledges the Brazilian agency CNPq and the John Simon Guggenheim Memorial Foundation for the Guggenheim Fellowship 2009-2010
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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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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".