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
Uranium-contaminated sites are a worrying environmental issue around the world. Accordingly, several programs for the environmental remediation and rehabilitation of U-contaminated sites have been developed worldwide, in order to prevent its dispersion in the environment. This chapter highlights the U concentrations in water–soil–plant matrices and the efficiency of a heterogeneous set of native terrestrial and aquatic plant species in controlling the environmental U contamination in selected case studies. The uptake of U by plants, combined with other removal processes naturally occurring in ecosystems, constitute a form of natural attenuation of contamination. For example, from the case studies presented in this chapter, the high U accumulation patterns of some aquatic plant species, or a consistent preferential trend of U accumulation in the roots/rhizomes of terrestrial plants, confirm their potential for the phytofiltration of U-contaminated waters or for the phytostabilization of U in the soil/sediment rhizosphere, respectively.
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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.003 |
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