Capillary/narrow flow channel driven EHD gas pump for an advanced thermal management of micro-electronics
Bibliographic record
Abstract
In order to study the feasibility of applying electrohydrodynamic (EHD) gas pumps for advanced thermal management of micro-electronics, an experimental investigation was conducted to drive gas flow through capillary or narrow flow channel by EHD gas pumps. The net gas flow induced by corona discharge was generated in PF (push fan) type EHD gas pump with and without partially covered corona wire and non-parallel ground plate electrodes to transfer gas through sub-millimeter order circular channels. Therefore, it is important to know the effect of narrow or capillary channel on the characteristics of EHD gas pump with the corona wire electrode covered. The results show that the effects of narrow and capillary circular flow channels significantly influence flow characteristics of PF type EHD gas pump with the corona wire electrode covered under dc positive applied voltage.
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How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".