Impact des digestats de méthanisation sur la qualité biologique des sols : Evaluation d’impact à long terme sur des sites expérimentaux
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 jeu de données contient les résultats d'indicateurs de la qualité biologique des sols en réponse à des apports de digestats de méthanisation. Ces données ont été obtenues en conditions réelles de terrain. Les sites expérimentaux sont ceux du SOERE-PRO (EFELE et PROspective) et du lycée Agricole d’Obernai (DIGEO). Ces sites présentent des contextes pédoclimatiques différents (océanique (Bretagne) vs continental (Alsace)) et épandent de façon récurrente, depuis plusieurs années déjà, des types de digestats variés et caractéristiques des activités de leur territoire d’appartenance. Liens vers les sites expérimentaux : - SOERE-PRO PROspective - SOERE-PRO EFELE - DigéO Lycée Agricole d'Obernai
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 | 0.061 | 0.051 |
| Meta-epidemiology (narrow) | 0.003 | 0.003 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.002 | 0.007 |
| Open science | 0.005 | 0.002 |
| Research integrity | 0.004 | 0.005 |
| Insufficient payload (model declined to judge) | 0.002 | 0.016 |
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