Review of Advances in Thermal Spreading Resistance Problems
Why this work is in the frame
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Bibliographic record
Abstract
Thermal spreading resistance problems have been studied by many different researchers over the past six decades. In this paper, the literature on thermal spreading resistance from the past 50 years is chronologically presented, and the last decade of advances are specifically described. Focus is given to recent advances since much of the literature was reviewed in a handbook chapter published in 2003. For consistency throughout the paper, the rectangular slab and cylindrical disk heat spreader are referred to as flux channels and flux tubes, respectively. The thermal spreading resistance of compound rectangular flux channels and circular flux tubes with and without contact resistance are presented. The sink plane boundary condition is modeled using convective cooling with constant and/or variable heat transfer coefficient. Furthermore, the effects of discrete cooling in the heat-sink plane, orthotropic properties, and temperature-dependent thermal conductivity are also presented.
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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