Bibliographic record
Abstract
： Experiments are carried out in the present paper to study the feature of pressure fluctuating in helical coil for both adiabatic and boiling steam- water two- phase flows.And the effects of heat flux on the fluctuations are stressed study.It shows that heat flux has great influence on the fluctuation feature.The root mean square (RMS) of the fluctuation process under the condition of low heat flux is similar as that of adiabatic flow,while the RMS of great heat flux differs greatly for that of adiabatic flow.The fractal dimension is close to 1.50 under the condition of great heat flux,which means the pressure fluctuating is approaching stochastic process.The correlation dimension increases with increase of heat flux.The Kolmogorov entropy on the condition of low heat flux is greater than that of adiabatic flow,while the contrary appears under the condition of great heat flux.It can be concluded that the flow pattern map and transition theories for flow patterns on basis of adiabatic flow just can be extrapolated to boiling flow with low heat flux.
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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".