Transfer of radionuclides to fruits : The activities of the biomass fruits working group
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
Given the potential radiological significance of the transfer of radionuclides to fruit, a Fruits Working Group was set up in 1997 within the framework of the Programme on BIOsphere Modelling and ASSessment (BIOMASS), promoted by the International Atomic Energy Agency (IAEA) and in co-operation with the International Union of Radioecology (IUR). The aim of this working group was to improve understanding of the processes affecting the migration of radionuclides in fruit systems and to identify uncertainties associated with modelling the transfer of radionuclides to fruit. The main activities of the Fruits Working Group included : (i) a review of experimental, field and modelling information on the transfer of radionuclides to fruit ; (ii) a derivation of a fruit conceptual model ; (iii) a database of model parameters ; (iv) a collection of additional information from experimental studies ; (v) model intercomparison studies ; and (vi) a validation study. This paper presents an overview of the main activities and results.
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 | 0.000 | 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