Corrosion behavior of tubular crystal on opaque glaze celadon from the Tang Dynasty Qiong kiln site in Sichuan
Why this work is in the frame
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Bibliographic record
Abstract
Abstract The surface of Qiong kiln opaque glaze celadon exhibits a phenomenon of hole corrosion. Using scanning electron microscopy, energy spectrometry, Raman spectroscopy, and other analytical means to conduct the analysis, the results show that this pore corrosion is induced in the tubular crystal, formed by various corrosion behaviors combined with effect formation. The tubular structure constitutes a channel connecting the external environment with the interior of the glaze layer. At the same time, the surface adsorption and ion exchange properties of the tubular structure itself may increase the rate of glaze corrosion.
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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 | 0.001 | 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 | 0.001 | 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) | 0.001 | 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 it