Representation of a Low-Yield Nuclear Weapon Neutron Spectrum Using an (α,<i>n</i>) Neutron Source
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
Recent nuclear weapons testing in the limit of low-yield detonations has underscored the need to ensure that radiation detection and monitoring equipment can adequately respond to these events. Testing and validating equipment in appropriate reference fields have become difficult since the closing of the NATO primary fission spectra reference at the Aberdeen Proving Ground Fast Burst Reactor facility post-9/11. A simple and low-cost device was designed to perform testing of commercial off-the-shelf neutron detection equipment to the expected spectral shape from a low-yield nuclear weapon. By enclosing an 241AmBe (α,n) neutron source within a heavy water-moderated sphere, the general shape of a 1-kiloton standard fission weapon was generated at 1 m, valid between 100 and 2000 keV. The 1-m dose rate expected from this configuration is ˜2.16 × 10–10 μSv·h–1·Bq–1, which is less than one-half of the unshielded dose rate.
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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 | 0.001 |
| 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) | 0.001 | 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