A review of jet impingement cooling
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Full frame distilled prediction
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.
- Candidate categories
- none
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Other designConsensus signal: none
- Genre
- Candidate signal: ReviewConsensus signal: Review
- Teacher disagreement score
- 0.865
- Threshold uncertainty score
- 0.929
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.292 · how far apart the two teachers sit on this one work
- Validation status
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
Abstract
The following work is presented as a review of the different methods used in jet impingement, the aim of which is to improve the heat transfer experienced in each area or volume. Some common applications of jet impingement are metal quenching and electronic cooling. While there is a large difference in the anticipated temperatures of each, the underlying principles are the same. Those principals, summarized in this work, are the improvement of heat transfer in the workspace, which is a much-desired outcome. Some of the common augmentations of jet sprays in this work are nanofluid inclusion, synthetic jets, jet arrays, and vortex jets, with each of which can present their own improvements and detriments. There are often other apparatus that are used in conjunction with a jet spray to help characterize the spray behavior. Some of the methods used are high speed photography and particle velocimetry, which are reviewed in this work as well.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
The record
- Venue
- International Journal of Thermofluids
- Topic
- Heat Transfer Mechanisms
- Field
- Engineering
- Canadian institutions
- Toronto Metropolitan University
- Funders
- Natural Sciences and Engineering Research Council of CanadaFaculty of Engineering and Architectural Science, Ryerson University
- Keywords
- Jet (fluid)Work (physics)MechanicsHeat transferParticle image velocimetryMaterials scienceHeat transfer enhancementMechanical engineeringVortexHeat transfer coefficientPhysicsEngineeringTurbulence
- Has abstract in OpenAlex
- yes