Scaling radiative divertor solutions to high power in DIII-D
Why this work is in the frame
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Bibliographic record
Abstract
Abstract Detached radiative divertor plasmas are examined in DIII-D as a function of power. The 2D profile of plasma electron density and temperature is reconstructed from divertor Thomson data while energy transport is deduced from power balance measurements. The combination of plasma and energy diagnostics reveals that parallel energy transport transitions to convective flow at a constant 5–10 eV as a function of power. Simple considerations would imply divertor density proportional to power density for Mach 1 flow. However, the divertor, upstream separatrix and core plasma densities increase significantly less than linear with power density. During detached divertor operation H-mode core confinement is maintained though the edge pedestal can experience moderate degradation.
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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) | 0.206 | 0.001 |
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