Mécanismes de rétention des métaux lourds en phase solide : cas de la stabilisation des sols contaminés et des déchets industriels
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
Ce papier présente une synthèse sur les principaux mécanismes physico-chimiques responsables de la rétention des métaux lourds dans les solides. À partir de ces mécanismes, nous présenterons diverses méthodes de stabilisation des métaux lourds dans les sols contaminés, ainsi que la stabilisation par les liants hydrauliques des rejets industriels riches en métaux lourds. Le cas particulier des rejets de concentrateurs miniers sera aussi abordé. Dans cet article, nous nous intéresserons plus particulièrement aux éléments suivants : As, Cd, Cr, Cu Hg, Pb, Zn.
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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 | 0.001 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| 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