Lowering compaction pressure and sintering temperature of alumina using spray freeze granulation dried granules
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Spray drying (SD) and spray freeze granulation drying (SFGD) are the granulation processes of ceramic powder. Alumina green body made from SFGD granules via compaction has a relatively uniform structure without inter-granular pores, resulting in higher density and strength in the sintered body. This gives SFGD granules an advantage over SD granules. This study investigates the compaction pressure and sintering temperature of alumina granules produced by SD and SFGD. Using SFGD granules allows for the production of dense high-strength sintered alumina at lower compaction pressures and sintering temperatures. Even with higher compaction pressures applied to SD granules, the achieved sintered density falls short of that obtained with SFGD granules. These findings highlight the additional benefits of using SFGD granules over SD granules.
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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