A Critical Review of the System of Radiation Protection. First Reflections of the OECD Nuclear Energy Agency's Committee on Radiation Protection and Public Health (OECD/NEA, 2000)
Bibliographic record
Abstract
The Nuclear Energy Agency's (NEA's) Committee on Radiation Protection and Public Health (CRPPH) has a wide remit to consider, offer informed expert views, and develop ideas on topical issues in radiation protection. In 1999 the CRPPH set up a working group to examine Roger Clarke's initiative on `controllable dose', and on the use of collective dose. Some CRPPH members had expressed concern over the use of collective doses when integrated over long time periods and very large populations. Antonio Susanna of ANPA chaired the group; Tony Bandle and I attended from the UK and there were other members from Ireland, France, USA, Canada, Hungary, Finland, Germany Switzerland, Japan and the OECD.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".