Competitive Laser--Plasma Interaction Processes Near Quarter Critical Relevant to Direct-Drive ICF
Bibliographic record
Abstract
Thyroid cancer patients sometimes receive conventional external irradiation to the neck in addition to radioactive iodine therapy. In these situations, knowledge of the radiation dose already received by the spine in the neck area from the radioiodine administration can be an aid in treatment planning. This paper gives an estimate of the radiation dose to the upper spine from administration of 3700 MBq of 131I-sodium iodide. Monte Carlo codes used to estimate radiation dose from internal emitters usually give absorbed doses to the whole spine or marrow. One such code was modified to give a dose only to the upper spine region near the thyroid. Calculations assumed a thyroid uptake of 10% of administered activity and retention with a 35-hr effective half-time. Activity in the remainder of the body was assumed to clear with a 6-hr half-time to urine. Under these assumptions, the dose to this upper spine region was about 200 mGy.
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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 | 0.001 |
| 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".