Effect of Slurry Preparation Conditions of Soft Ferrite Powder on the Properties of Its Sintered Body
Bibliographic record
Abstract
Effect of Mn-Zn slurry preparation conditions on the properties of its sintered body was examined for a granule compaction process. Poly-vinyl alcohol (PVA) binder or poly-acrylic-acid (PAA) binder was used to prepare the aqueous slurry of Mn-Zn oxides powder. The granules prepared with the acrylic binder resulted in a higher density, fracture strength and saturation magnetic flux density of the sintered body. The granules with PVA had a higher compressive strength, and formed a sintered body with a larger pore and a lower density. A thick segregated binder layer was observed on the surface of granules when PVA was used, which contributed to the higher strength of the green body compared to the granules prepared with PAA binder.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| 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".