Macroscopic transport models for rarefied gas flows: a brief review
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Journal Article Macroscopic transport models for rarefied gas flows: a brief review Get access Henning Struchtrup, Henning Struchtrup * Department of Mechanical Engineering, University of Victoria, Victoria BC V8W 3P6, Canada *Corresponding author: struchtr@uvic.ca Search for other works by this author on: Oxford Academic Google Scholar Peyman Taheri Peyman Taheri Department of Mechanical Engineering, University of Victoria, Victoria BC V8W 3P6, Canada Search for other works by this author on: Oxford Academic Google Scholar IMA Journal of Applied Mathematics, Volume 76, Issue 5, October 2011, Pages 672–697, https://doi.org/10.1093/imamat/hxr004 Published: 23 February 2011 Article history Received: 27 May 2010 Revision received: 04 September 2010 Accepted: 06 September 2010 Published: 23 February 2011
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.006 | 0.002 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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