Mechanosorptive Creep of Hemlock under Conventional Drying: I. The Determination of Free Shrinkage Strain
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Bibliographic record
Abstract
The dynamic free shrinkage behavior of Western hemlock (Tsuga heterophylla) was investigated in order to provide the theoretical basis for the determination of drying mechanosoptive creep mechanism. Small specimens taken from five distinct positions within a log were dried at three constant temperatures (40, 60, and 80°C) and stepwise decreasing relative humidity conditions and their free shrinkage strain S in the tangential and radial directions was determined. The anisotropic shrinkage ratios G were also calculated and analyzed as functions of moisture content and temperature. The influential mechanism of the drying temperature, moisture range, and specimen position on the free shrinkage behavior was revealed. Two different function types were chosen to simulate the relationship between the free shrinkage strain and its variables (temperature, moisture, wood positions) for the specified moisture ranges.
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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