The physical nature of thermal conduction in dry granular media
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Bibliographic record
Abstract
This paper documents the results of a laboratory experimental study conducted to explore the relative contributions of phonon and electron heat conduction in an electrically conductive granular material under increasing confining stresses. The thermal conductivity of Ottawa sand under increasing confinement was also studied to offer a baseline for comparison. Simultaneous measurements of thermal conductivity, electrical conductivity and p-wave velocity were used to develop a parallel conduction model capable of predicting the thermal conductivity of dry granular media. The results suggest that the thermal conductivity of dry granular media is governed by the stiffness of the packing, regardless of whether it is electrically conductive or not. Furthermore, p-wave velocity measurements can be used to estimate the thermal conductivity of electrically conductive (granular lead) and non-conductive (Ottawa sand) granular media.
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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