STEADY-STATE AND TRANSIENT LOOP HEAT PIPE PERFORMANCE DURING PERIODIC HEATING CYCLES
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
Loop Heat Pipe (LHP), is a high-performance, reliable and flexible heat transfer device, which is of growing interest as a thermal control option for space applications. In order to apply the LHP technology for the thermal control systems of small/micro satellites, the Canadian Space Agency is performing tests to clearly understand the LHP performance and to characterize their operation in space environments aimed at improving the thermal modeling of such devices. Special attention has been paid to the start-ups in different environments, thermal pre-conditions, and variable heating rates. This paper describes the LHP unit test setup at the Canadian Space Agency. The thermal performances tests in both steady state and of transient were conducted, and start-up were observed under variety of conditions and different patterns observed.
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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 | 0.000 | 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 it