Bibliographic record
Abstract
Heat exchangers constructed from polymer hollow fibers create the potential for a possible replacement of conventional metal heat exchangers.Polymer hollow fibers are chemically resistant, corrosion-resistant, lightweight, easy to shape, and less energy-consuming than conventional metal heat exchangers (lower CO2 production during production).This study focuses on the possibility of using a polymer hollow fiber heat exchanger (PHFHE) for oil cooling in a race car.There is minimal free space in the engine part of the racing vehicle.Therefore, the dimensions of the initially used oil cooler must be respected, so a cooler with a high specific heat flux is needed.The heat exchanger was manufactured on the X-Winder winding machine, which is not designed for the production of heat exchangers, so the software was developed to control the winding device based on user-specified parameters to achieve optimal geomemetry and therefore high heat flux.Measurements were made comparing the thermal performance of the designed heat exchanger and a real-life oil cooler for a racing car.The cooler had a satisfactory thermal performance at all measurement points.
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.
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".