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
Stationary heat flux (Gardon gage) and enthalpy probe measurements were carried out to characterize the supersonic plasma flow of 0.4 MW class plasma wind tunnel constructed at CBNU. For this purpose, supersonic plasma was generated by arc heater equipped with Laval nozzle of Ma=3 at the operation conditions of 0.35 MW and 30 Torr. From the measurement experiments, we can obtain the heat flux of 7.62 MW/㎡ and the specific enthalpy of 16.12 MJ/kg at the position of z=135 mm from the nozzle. In addition, Mach number of the supersonic plasma flow was also estimated using a simple relationship between the heat flux and specific enthalpy, which is based on the boundary layer theory, and then, it is expected that higher Mach number and specific enthalpy can be achieved at higher input power and lower chamber pressure.
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.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 0.012 |
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