Freezing-Thawing Processes in Glass Fiber Board
Why this work is in the frame
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Bibliographic record
Abstract
For the prevention of vapor condensation and accompanying damage in cold regions, the behavior of water and ice in porous materials should be understood. In this study, experiments on the freezing-thawing processes in a glass fiber board, which is a typical insu lation, were conducted. The freezing-thawing processes were analyzed with the use of si multaneous heat and moisture transfer equations that accounted for the existence of ice. The result of the analysis agrees well with that of the experiment. In materials with large pores such as glass fiber board, the moisture transfers mainly in the gaseous phase. As a re sult, the maximum ice content is found at the colder boundary of the wall, which differs from the result in our previous investigation [1] for Leda Clay with pores that are much smaller.
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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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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