The Effect of Non-Equilibrium Condensation on Supersonic Air Flows over Rectangular Cavities
Bibliographic record
Abstract
数字模拟在开的、矩形的洞上为超声的二维的流动被执行了(length-to-depth 比率是 L/D = 1.0 和 3.0 ) 数以便为流动马赫在洞附近在超声的内部流动上调查潮湿的空气的非平衡冷凝作用的效果 1.83 在洞入口。在现在的计算调查，压缩流动被潮湿的空气的扩大在一张 Laval 嘴生产。计算结果证明没有冷凝作用，在上游的旅行压缩波浪变得比那些弱。因而，更弱的压缩波浪不能强烈使 shear 层激动，没有冷凝作用，在洞的摆动的振幅变得比那些小。在 L/D = 的情况下的非平衡冷凝作用的出现 1.0 强烈与 L/D = 相比在洞影响了摆动的振幅和频率 3.0。
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".