First response considerations for children exposed to a radiological dispersal device
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
Children are considered a vulnerable population during an accidental or deliberate release of radioactive material to the environment due to the fact that they have more active cell division compared with the adult population and therefore detrimental effects promulgate very quickly. Additionally, physical and social characteristics of children make them more prone to internalise a toxin (for example, children are closer to the ground where heavy aerosols can collect; children also have more relaxed sanitary habits compared with the adult population, which aids in hand-to-mouth transfer of contaminants). To confound matters, many emergency protocols are based upon a reference as opposed to a child. Although numerous radiological response exercises have been conducted in the years post 9/11, very few have utilised children actively in the scenarios. This paper considers observations made during a NATO exercise with scenarios covering radiological releases and which utilised a variety of children as exercise participants.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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